{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "432ef28d",
   "metadata": {},
   "source": [
    "# 上周内容翻页获取页面数据\n",
    "\n",
    "## 实践 猎聘网站\n",
    "> 1. 实现基本数据获取\n",
    "> 1. 实现岗位数据分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ab896412",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'job': {'labels': ['客户端产品', '工具产品', '供应链产品', '基金产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品'], 'refreshTime': '20230621091013', 'jobId': '56376837', 'pcOuterLink': '', 'h5OuterLink': '', 'jobKind': '2', 'title': 'C端高级产品经理(J10043)', 'salary': '15-30k·15薪', 'dq': '广州', 'topJob': True, 'link': 'https://www.liepin.com/job/1956376837.shtml', 'requireWorkYears': '3-5年', 'requireEduLevel': '本科', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=0', 'advViewFlag': True}, 'recruiter': {'recruiterName': '王先生', 'recruiterTitle': '人力资源伙伴(HRBP)', 'chatted': False, 'imId': '52c4365602551576abcb385e72bd8d3d', 'imUserType': '2', 'recruiterPhoto': '5f8f986aea60860b75384fab08u.jpg', 'recruiterId': '4e54ac2e3b974628242a21c338b47b91'}, 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'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=37', 'advViewFlag': False}, 'recruiter': {'recruiterName': '刘女士', 'recruiterTitle': 'Consultant', 'chatted': False, 'imId': 'b76b2be27ab4a4746042c177f0a1d2b1', 'imUserType': '2', 'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg', 'recruiterId': 'e8c70da123d6c7e1efcb8675c412f368'}, 'dataParams': '{\"recruiterName\":\"刘女士\",\"jobId\":\"23154709\",\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"jobKind\":\"2\",\"imId\":\"b76b2be27ab4a4746042c177f0a1d2b1\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}', 'comp': {'compLogo': '5bfea15d74719d2aa34c24f803a.png', 'compId': 6629285, 'compName': '恩梯梯数据(中国)', 'compScale': '2000-5000人', 'link': 'https://www.liepin.com/company/6629285/', 'compIndustry': 'IT服务'}, 'dataInfo': '%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2223154709%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%7D'}, {'job': {'labels': ['增长产品'], 'refreshTime': '20210615114605', 'jobId': '25415919', 'pcOuterLink': '', 'h5OuterLink': '', 'jobKind': '2', 'title': '活动PM', 'salary': '薪资面议', 'dq': '广州', 'topJob': False, 'link': 'https://www.liepin.com/job/1925415919.shtml', 'requireWorkYears': '3-5年', 'requireEduLevel': '统招本科', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=38', 'advViewFlag': False}, 'recruiter': {'recruiterName': '刘女士', 'recruiterTitle': 'Consultant', 'chatted': False, 'imId': 'b76b2be27ab4a4746042c177f0a1d2b1', 'imUserType': '2', 'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg', 'recruiterId': 'e8c70da123d6c7e1efcb8675c412f368'}, 'dataParams': '{\"recruiterName\":\"刘女士\",\"jobId\":\"25415919\",\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"jobKind\":\"2\",\"imId\":\"b76b2be27ab4a4746042c177f0a1d2b1\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\"}', 'comp': {'compLogo': '5bfea15d74719d2aa34c24f803a.png', 'compId': 6629285, 'compName': '恩梯梯数据(中国)', 'compScale': '2000-5000人', 'link': 'https://www.liepin.com/company/6629285/', 'compIndustry': 'IT服务'}, 'dataInfo': '%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2225415919%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%7D'}, {'job': {'labels': ['数据分析'], 'refreshTime': '20200921191755', 'jobId': '31935443', 'pcOuterLink': '', 'h5OuterLink': '', 'jobKind': '2', 'title': '游戏PM', 'salary': '15-30k·13薪', 'dq': '广州-海珠区', 'topJob': False, 'link': 'https://www.liepin.com/job/1931935443.shtml', 'requireWorkYears': '3-5年', 'requireEduLevel': '本科', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=39', 'advViewFlag': False}, 'recruiter': {'recruiterName': '邱女士', 'recruiterTitle': '人力资源管理', 'chatted': False, 'imId': 'd458df6acc9507089941166e65ebdb6f', 'imUserType': '2', 'recruiterPhoto': '62903e4ce4c190153f6f304c06u.jpg', 'recruiterId': '2b6b0643bf65c612313162312f0bffed'}, 'dataParams': '{\"recruiterName\":\"邱女士\",\"jobId\":\"31935443\",\"userId\":\"2b6b0643bf65c612313162312f0bffed\",\"jobKind\":\"2\",\"imId\":\"d458df6acc9507089941166e65ebdb6f\",\"imUserType\":\"2\",\"recruiterPhoto\":\"62903e4ce4c190153f6f304c06u.jpg\"}', 'comp': {'compStage': '科创板上市', 'compLogo': '616e7903bbe0bb0ec5705fe401u.png', 'compId': 8307104, 'compName': '英雄互娱科技股份有限公司', 'compScale': '1000-2000人', 'link': 'https://www.liepin.com/company/8307104/', 'compIndustry': '游戏'}, 'dataInfo': '%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2231935443%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%7D'}], 'compList': []}, 'pagination': {'pageSize': 40, 'totalPage': 10, 'totalCounts': 804, 'currentPage': 0, 'hasNext': False}, 'passThroughData': {'sfrom': 'search_job_pc', 'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8'}}}\n"
     ]
    }
   ],
   "source": [
    "from requests_html import HTMLSession\n",
    "import json\n",
    "\n",
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"050020\",\n",
    "            \"dq\": \"050020\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 0,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": \"产品经理\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "# create an HTML session using Requests-HTML\n",
    "session = HTMLSession()\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': '__gc_id=c6cb143f1dd942d6bd65b5fc30dd9455; __uuid=1679028387067.72; XSRF-TOKEN=UH8huvwpTv6t6qio3oBLOQ; __tlog=1680236490389.81%7C00000000%7C00000000%7C00000000%7C00000000; acw_tc=2760829b16802364916274153ea3634a30db54784953710df86b64d1b3fc3d; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1679028387,1679636666,1680236492; __session_seq=5; __uv_seq=5; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1680236637',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/111.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'ca0f2044-5eea-413c-bc5a-1ebff017261f',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'UH8huvwpTv6t6qio3oBLOQ'\n",
    "}\n",
    "\n",
    "# send a POST request with headers\n",
    "r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f0be8ecc",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9f5e5601",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
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       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.pcOuterLink</th>\n",
       "      <th>job.h5OuterLink</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{\"recruiterName\":\"王先生\",\"jobId\":\"56376837\",\"use...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[客户端产品, 工具产品, 供应链产品, 基金产品, IT互联网, 金融理财/贷款, to ...</td>\n",
       "      <td>20230621091013</td>\n",
       "      <td>56376837</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>C端高级产品经理(J10043)</td>\n",
       "      <td>15-30k·15薪</td>\n",
       "      <td>...</td>\n",
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       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
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       "      <td>9954019.0</td>\n",
       "      <td>盈米基金</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/9954019/</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{\"recruiterName\":\"黄女士\",\"jobId\":\"58956493\",\"use...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20230616103702</td>\n",
       "      <td>58956493</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>Product Marketing Manager</td>\n",
       "      <td>18-25k·14薪</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>df48f523e5944ace2bb2cd8f0cba2241</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>648fbf95b7732f1e292621c406u.png</td>\n",
       "      <td>7977404.0</td>\n",
       "      <td>卡尔蔡司光学(广州)有限公司</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/7977404/</td>\n",
       "      <td>批发/零售</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{\"recruiterName\":\"谢女士\",\"jobId\":\"33787845\",\"use...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[]</td>\n",
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       "      <td>33787845</td>\n",
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       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>项目管理PM(广州)</td>\n",
       "      <td>10-20k·14薪</td>\n",
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       "      <td>7892168.0</td>\n",
       "      <td>得意电子</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/7892168/</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td>{\"recruiterName\":\"吴女士\",\"jobId\":\"50965433\",\"use...</td>\n",
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       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>贸易/进出口</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{\"recruiterName\":\"樊女士\",\"jobId\":\"57679297\",\"use...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]</td>\n",
       "      <td>20230410215438</td>\n",
       "      <td>57679297</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>产品经理Product Manager</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>74207202b9a1882cbe061eb681f898fc</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>13315477.0</td>\n",
       "      <td>广州市新目标电子商务有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/13315477/</td>\n",
       "      <td>IT服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>{\"recruiterName\":\"周先生\",\"jobId\":\"46856955\",\"use...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[中央市场产品经理经验, 区域推广经验]</td>\n",
       "      <td>20230624101138</td>\n",
       "      <td>46856955</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>产品经理PM（化药针剂）</td>\n",
       "      <td>25-30k·14薪</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>6231b0d9da1d3077a00fb14c01u.png</td>\n",
       "      <td>e2bbf25c0098de6f7ef83d3cb1f32d26</td>\n",
       "      <td>已上市</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>大型制药集团公司</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td></td>\n",
       "      <td>制药/生物工程</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>{\"recruiterName\":\"张先生\",\"jobId\":\"58215521\",\"use...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[神外, 医生]</td>\n",
       "      <td>20230428143658</td>\n",
       "      <td>58215521</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>神外产品销售经理 Product Sales Manager</td>\n",
       "      <td>12-15k·15薪</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>5445ba45a2189a2b1a078f176245fc3b</td>\n",
       "      <td>已上市</td>\n",
       "      <td>5bfe9d4974719d2aa34b5ab303a.png</td>\n",
       "      <td>7023768.0</td>\n",
       "      <td>复星医药集团</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/7023768/</td>\n",
       "      <td>制药</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>{\"recruiterName\":\"吴女士\",\"jobId\":\"57794503\",\"use...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...</td>\n",
       "      <td>20230621113158</td>\n",
       "      <td>57794503</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>助理产品经理（化妆品原料）/APM</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>贸易/进出口</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>{\"recruiterName\":\"程先生\",\"jobId\":\"57223711\",\"use...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 交互设计, 市...</td>\n",
       "      <td>20230620082118</td>\n",
       "      <td>57223711</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>自动驾驶（硬件）产品经理</td>\n",
       "      <td>25-40k·15薪</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>63a46574fd38b10039f0b94b05u.png</td>\n",
       "      <td>1147dd557533b4567e1472c76bc04ebd</td>\n",
       "      <td>D轮</td>\n",
       "      <td>60a497de907306298575785f03u.png</td>\n",
       "      <td>9491766.0</td>\n",
       "      <td>文远知行WeRide</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/9491766/</td>\n",
       "      <td>人工智能</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>{\"recruiterName\":\"李女士\",\"jobId\":\"58733143\",\"use...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20230619103414</td>\n",
       "      <td>58733143</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>32232aca46ec9ae7890a5a15a8902e2f</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5fdc38169b3439706a19fd5901u.png</td>\n",
       "      <td>8094471.0</td>\n",
       "      <td>辉柏嘉(中国)</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/8094471/</td>\n",
       "      <td>办公用品/设备</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>{\"recruiterName\":\"戴先生\",\"jobId\":\"46215899\",\"use...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[游戏行业]</td>\n",
       "      <td>20230608172448</td>\n",
       "      <td>46215899</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>高级产品PM（ARPG）</td>\n",
       "      <td>20-35k·14薪</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8fa3a6f6d1ab58476f322808u.png</td>\n",
       "      <td>6ead9a9d40a95e1521ca53f73fa20618</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州大型计算机软件公司</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td></td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>{\"recruiterName\":\"郭女士\",\"jobId\":\"46870615\",\"use...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[产品设计, AI人工智能产品]</td>\n",
       "      <td>20230609172939</td>\n",
       "      <td>46870615</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>AI营销产品经理</td>\n",
       "      <td>12-24k</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>628e2c897f51e2499cd1bfbf04u.jpg</td>\n",
       "      <td>69b90c10c8cbeac8da05e8d349eaf13a</td>\n",
       "      <td>已上市</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州广告/公关/会展上市公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td></td>\n",
       "      <td>广告/公关/会展</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>{\"recruiterName\":\"王女士\",\"jobId\":\"56876529\",\"use...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20230624105147</td>\n",
       "      <td>56876529</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>Automation Product Manager</td>\n",
       "      <td>20-40k·13薪</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>57a52ed73fed146b4c632be0178bfd3f</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5952237b7032381b6822192505a.jpg</td>\n",
       "      <td>8506529.0</td>\n",
       "      <td>丹纳赫</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>https://www.liepin.com/company/8506529/</td>\n",
       "      <td>医疗器械</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>{\"recruiterName\":\"谢女士\",\"jobId\":\"57513943\",\"use...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20230619115334</td>\n",
       "      <td>57513943</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>Assistant Product Manager / Product Manager</td>\n",
       "      <td>15-25k·13薪</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>ccfed7449a759b2cf7778dde1bad5db7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>555c2acba3109367c320a8c601a.png</td>\n",
       "      <td>2061455.0</td>\n",
       "      <td>曼秀雷敦</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/2061455/</td>\n",
       "      <td>日化</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>{\"recruiterName\":\"陈女士\",\"jobId\":\"35923437\",\"use...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20230602115342</td>\n",
       "      <td>35923437</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>产品经理（工业消洗产品）</td>\n",
       "      <td>12-30k</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>7f371db882206fccd2bdf1809a52d3e6</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>5bfe8edd74719d35745a548603a.png</td>\n",
       "      <td>7932064.0</td>\n",
       "      <td>广东环凯微生物科技有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/7932064/</td>\n",
       "      <td>制药</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>{\"recruiterName\":\"王女士\",\"jobId\":\"59317515\",\"use...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[AI人工智能产品, 内容产品, 商业产品, 人工智能, to C, IT互联网, to G...</td>\n",
       "      <td>20230614105714</td>\n",
       "      <td>59317515</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>AIGC营销产品经理</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>f0d591207ba759dbe49ae2b73366ae8c</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>5bfe9d9f74719d2aa34b6af203a.png</td>\n",
       "      <td>9146475.0</td>\n",
       "      <td>广东因赛品牌营销集团股份有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/9146475/</td>\n",
       "      <td>广告/公关/会展</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>{\"recruiterName\":\"Keli Tang\",\"jobId\":\"30477665...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...</td>\n",
       "      <td>20230616173005</td>\n",
       "      <td>30477665</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>18-40k·14薪</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>8d90c26ed477481c5bfe988e1b72f121</td>\n",
       "      <td>NaN</td>\n",
       "      <td>59dc78457832e11b880f044c05a.png</td>\n",
       "      <td>9283329.0</td>\n",
       "      <td>即能科技(广州)有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/9283329/</td>\n",
       "      <td>专业技术服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>{\"recruiterName\":\"宋女士\",\"jobId\":\"45187159\",\"use...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[化妆品, 消费品, 产品开发]</td>\n",
       "      <td>20230411142619</td>\n",
       "      <td>45187159</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Assistant Product Manager / Product Manager</td>\n",
       "      <td>18-30k·13薪</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>6100c9081d756a75997a266703u.jpg</td>\n",
       "      <td>375a1dfe17607510a0693c119d820cfb</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某国内大型日化公司</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td></td>\n",
       "      <td>日化</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>{\"recruiterName\":\"黄女士\",\"jobId\":\"58870277\",\"use...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[产品策略, 爆品, 母婴, 美妆, 产品策划, 电商]</td>\n",
       "      <td>20230607171157</td>\n",
       "      <td>58870277</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>产品策划经理</td>\n",
       "      <td>18-30k</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>1b2d3c696b09ca69b0e5f3264419b081</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5f30a76e556e7a7b1280cc3006u.png</td>\n",
       "      <td>9660700.0</td>\n",
       "      <td>嫚熙控股(广州)有限公司</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>https://www.liepin.com/company/9660700/</td>\n",
       "      <td>互联网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>{\"recruiterName\":\"黎先生\",\"jobId\":\"56295007\",\"use...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[策略产品, 平台产品, 数据产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...</td>\n",
       "      <td>20230221094711</td>\n",
       "      <td>56295007</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>产品经理（企业数字化转型）</td>\n",
       "      <td>6-10k</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>ed79e9abb562c2c2e3f3af8aab9ad0d7</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>5cc116c89fae687d43343d7308u.png</td>\n",
       "      <td>7863327.0</td>\n",
       "      <td>润建股份</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>https://www.liepin.com/company/7863327/</td>\n",
       "      <td>通信设备</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>{\"recruiterName\":\"林先生\",\"jobId\":\"44978805\",\"use...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[to C]</td>\n",
       "      <td>20230413114524</td>\n",
       "      <td>44978805</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>eWMS Product Manager</td>\n",
       "      <td>20-40k·15薪</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>62f7aab56555120790d6013103u.png</td>\n",
       "      <td>ec2448066ad5cdf94f25083a3243b675</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州大型食品/饮料/酒水公司</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td></td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>{\"recruiterName\":\"张先生\",\"jobId\":\"43037645\",\"use...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20210913204744</td>\n",
       "      <td>43037645</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>数码产品经理</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>80a35acbf6b5573c5c8cd7b9f6ba8101</td>\n",
       "      <td>其他</td>\n",
       "      <td>5bfe92c174719d9f609a7b9603a.png</td>\n",
       "      <td>2664546.0</td>\n",
       "      <td>汇丰软件</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/2664546/</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>{\"recruiterName\":\"陈先生\",\"jobId\":\"50466807\",\"use...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[商品管理, 产品企划, 商品运营]</td>\n",
       "      <td>20221116184947</td>\n",
       "      <td>50466807</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>产品经理-产品企划（鞋类）(J13091)</td>\n",
       "      <td>14-28k·16薪</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>3466dbf14ff3a1923d3d8a2c8cd5b370</td>\n",
       "      <td>NaN</td>\n",
       "      <td>628c584cb244352e0e92248608u.png</td>\n",
       "      <td>13032765.0</td>\n",
       "      <td>斯凯奇中国</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/13032765/</td>\n",
       "      <td>服装/纺织/皮革</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>{\"recruiterName\":\"林女士\",\"jobId\":\"55829685\",\"use...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20230206112123</td>\n",
       "      <td>55829685</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>产品经理-产品企划(J13606)</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>308332da68f592edf82050c4b8bff969</td>\n",
       "      <td>NaN</td>\n",
       "      <td>628c584cb244352e0e92248608u.png</td>\n",
       "      <td>13032765.0</td>\n",
       "      <td>斯凯奇中国</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/13032765/</td>\n",
       "      <td>服装/纺织/皮革</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>{\"recruiterName\":\"卿女士\",\"jobId\":\"46777103\",\"use...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[医院器械]</td>\n",
       "      <td>20230607104618</td>\n",
       "      <td>46777103</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>市场经理/产品经理</td>\n",
       "      <td>30-40k·15薪</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>62a84fdfe9fa0e1ff408683002u.png</td>\n",
       "      <td>aca7c12a2f1b104743312380a6f25054</td>\n",
       "      <td>已上市</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某北京医疗器械上市公司</td>\n",
       "      <td>500-999人</td>\n",
       "      <td></td>\n",
       "      <td>医疗器械</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>{\"recruiterName\":\"刘先生\",\"jobId\":\"57157157\",\"use...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[泌尿外科]</td>\n",
       "      <td>20230321153342</td>\n",
       "      <td>57157157</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>医药产品经理</td>\n",
       "      <td>25-30k·14薪</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>22ab2b1a88769c3259935c280d474240</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>5bfe916674719d35745ad29703a.png</td>\n",
       "      <td>8275623.0</td>\n",
       "      <td>康方生物</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/8275623/</td>\n",
       "      <td>制药</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>{\"recruiterName\":\"谢女士\",\"jobId\":\"58584023\",\"use...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20230619115334</td>\n",
       "      <td>58584023</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>Senior Product Manager</td>\n",
       "      <td>20-30k·13薪</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>ccfed7449a759b2cf7778dde1bad5db7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>555c2acba3109367c320a8c601a.png</td>\n",
       "      <td>2061455.0</td>\n",
       "      <td>曼秀雷敦</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/2061455/</td>\n",
       "      <td>日化</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>{\"recruiterName\":\"贾女士\",\"jobId\":\"59110045\",\"use...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20230606111659</td>\n",
       "      <td>59110045</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>百度云工业AI质检业务运营产品经理(J58857)</td>\n",
       "      <td>20-40k·16薪</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>869f1f21925b089fde2defcdfeb21fba</td>\n",
       "      <td>美股上市</td>\n",
       "      <td>5bfe93af74719d9f609aaaef03a.png</td>\n",
       "      <td>884492.0</td>\n",
       "      <td>Baidu</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/884492/</td>\n",
       "      <td>互联网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>{\"recruiterName\":\"陈女士\",\"jobId\":\"46414125\",\"use...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[to C]</td>\n",
       "      <td>20230524161531</td>\n",
       "      <td>46414125</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>eWMS Product Manager</td>\n",
       "      <td>30-50k·14薪</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>6400c9110fa75b6cd95be96806u.png</td>\n",
       "      <td>2c100205c7eb2c028df3dac679d77fed</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州大型日化公司</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td></td>\n",
       "      <td>日化</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>{\"recruiterName\":\"宗先生\",\"jobId\":\"46869011\",\"use...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20230609165939</td>\n",
       "      <td>46869011</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20-25k·16薪</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>648182a39830432e905baf2d04u.png</td>\n",
       "      <td>056815c015a3c3b4455d9756fea9d2c0</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某天津电气机械/器材公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td></td>\n",
       "      <td>电气机械/器材</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>{\"recruiterName\":\"叶女士\",\"jobId\":\"46659839\",\"use...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[游戏产品, MMO游戏]</td>\n",
       "      <td>20230602143605</td>\n",
       "      <td>46659839</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>游戏高级美术PM（大厂正编）</td>\n",
       "      <td>20-35k·16薪</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>637c93b834e8df2c1c647b1602u.png</td>\n",
       "      <td>0cb2b2501029d509e8cdea777f766f0c</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州大型计算机软件公司</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td></td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>{\"recruiterName\":\"孙女士\",\"jobId\":\"45177357\",\"use...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[市场营销, 产品管理, 产品开发]</td>\n",
       "      <td>20230621104001</td>\n",
       "      <td>45177357</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>Product Manager</td>\n",
       "      <td>25-30k</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>6321be3095ee1c04143439eb01u.jpeg</td>\n",
       "      <td>47227c6fbfcd952686963be95b15422d</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某国内大型快消品公司</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td></td>\n",
       "      <td>日化</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>{\"recruiterName\":\"俞女士\",\"jobId\":\"57403583\",\"use...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, 服务业, 批发/零售, I...</td>\n",
       "      <td>20230329180701</td>\n",
       "      <td>57403583</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>CRM实施顾问&amp;项目经理PM(J12971)</td>\n",
       "      <td>11-22k</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>601baaab60c8320221e3c1d902u.png</td>\n",
       "      <td>77ca96ebd1c0d4c9b55b81912526b943</td>\n",
       "      <td>已上市</td>\n",
       "      <td>5ed700f4ec4db462f82e4ddf01u.png</td>\n",
       "      <td>8361671.0</td>\n",
       "      <td>上海汉得信息技术股份有限公司</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/8361671/</td>\n",
       "      <td>互联网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>{\"recruiterName\":\"陈女士\",\"jobId\":\"59115121\",\"use...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[市场洞察, 拓展培训, 团队管理, 销售管理, 出差]</td>\n",
       "      <td>20230606134705</td>\n",
       "      <td>59115121</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>微生物检测产品经理（制药行业/双休）</td>\n",
       "      <td>15-20k·16薪</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>0f80a6460fa3a5f3c33c5fd0dac95307</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>5bfe8edd74719d35745a548603a.png</td>\n",
       "      <td>7932064.0</td>\n",
       "      <td>广东环凯微生物科技有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/7932064/</td>\n",
       "      <td>制药</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>{\"recruiterName\":\"唐女士\",\"jobId\":\"45327891\",\"use...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20230425143147</td>\n",
       "      <td>45327891</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>硬件产品经理</td>\n",
       "      <td>30-50k·14薪</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8fa3bddfb13a7dee343d7608u.png</td>\n",
       "      <td>1d96d00cfe919fa26a1adf5987777a35</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州电气机械/器材公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td></td>\n",
       "      <td>电气机械/器材</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>{\"recruiterName\":\"郑先生\",\"jobId\":\"55992453\",\"use...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[品牌策划]</td>\n",
       "      <td>20230520104442</td>\n",
       "      <td>55992453</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>产品策划经理</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>71e39b9fa38c7913909ac669ef10aa84</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5f30a76e556e7a7b1280cc3006u.png</td>\n",
       "      <td>9660700.0</td>\n",
       "      <td>嫚熙控股(广州)有限公司</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>https://www.liepin.com/company/9660700/</td>\n",
       "      <td>互联网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>{\"recruiterName\":\"唐女士\",\"jobId\":\"48905275\",\"use...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[产品优化, 二次元在研, 项目管理]</td>\n",
       "      <td>20220928174530</td>\n",
       "      <td>48905275</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>项目发行PM（二次元） (MJ000855)</td>\n",
       "      <td>20-28k·13薪</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>69bf0604ae10eb243f03c06e2c7db374</td>\n",
       "      <td>已上市</td>\n",
       "      <td>5ff42565bebf7311a41e860005u.png</td>\n",
       "      <td>803274.0</td>\n",
       "      <td>广州百田</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/803274/</td>\n",
       "      <td>游戏</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"jobId\":\"23154709\",\"use...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20200728103437</td>\n",
       "      <td>23154709</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>数字营销PM</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>e8c70da123d6c7e1efcb8675c412f368</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfea15d74719d2aa34c24f803a.png</td>\n",
       "      <td>6629285.0</td>\n",
       "      <td>恩梯梯数据(中国)</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/6629285/</td>\n",
       "      <td>IT服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"jobId\":\"25415919\",\"use...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[增长产品]</td>\n",
       "      <td>20210615114605</td>\n",
       "      <td>25415919</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>活动PM</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>e8c70da123d6c7e1efcb8675c412f368</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfea15d74719d2aa34c24f803a.png</td>\n",
       "      <td>6629285.0</td>\n",
       "      <td>恩梯梯数据(中国)</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/6629285/</td>\n",
       "      <td>IT服务</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>{\"recruiterName\":\"邱女士\",\"jobId\":\"31935443\",\"use...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...</td>\n",
       "      <td>[数据分析]</td>\n",
       "      <td>20200921191755</td>\n",
       "      <td>31935443</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>游戏PM</td>\n",
       "      <td>15-30k·13薪</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>62903e4ce4c190153f6f304c06u.jpg</td>\n",
       "      <td>2b6b0643bf65c612313162312f0bffed</td>\n",
       "      <td>科创板上市</td>\n",
       "      <td>616e7903bbe0bb0ec5705fe401u.png</td>\n",
       "      <td>8307104.0</td>\n",
       "      <td>英雄互娱科技股份有限公司</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>https://www.liepin.com/company/8307104/</td>\n",
       "      <td>游戏</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           dataParams  \\\n",
       "0   {\"recruiterName\":\"王先生\",\"jobId\":\"56376837\",\"use...   \n",
       "1   {\"recruiterName\":\"黄女士\",\"jobId\":\"58956493\",\"use...   \n",
       "2   {\"recruiterName\":\"谢女士\",\"jobId\":\"33787845\",\"use...   \n",
       "3   {\"recruiterName\":\"吴女士\",\"jobId\":\"50965433\",\"use...   \n",
       "4   {\"recruiterName\":\"樊女士\",\"jobId\":\"57679297\",\"use...   \n",
       "5   {\"recruiterName\":\"周先生\",\"jobId\":\"46856955\",\"use...   \n",
       "6   {\"recruiterName\":\"张先生\",\"jobId\":\"58215521\",\"use...   \n",
       "7   {\"recruiterName\":\"吴女士\",\"jobId\":\"57794503\",\"use...   \n",
       "8   {\"recruiterName\":\"程先生\",\"jobId\":\"57223711\",\"use...   \n",
       "9   {\"recruiterName\":\"李女士\",\"jobId\":\"58733143\",\"use...   \n",
       "10  {\"recruiterName\":\"戴先生\",\"jobId\":\"46215899\",\"use...   \n",
       "11  {\"recruiterName\":\"郭女士\",\"jobId\":\"46870615\",\"use...   \n",
       "12  {\"recruiterName\":\"王女士\",\"jobId\":\"56876529\",\"use...   \n",
       "13  {\"recruiterName\":\"谢女士\",\"jobId\":\"57513943\",\"use...   \n",
       "14  {\"recruiterName\":\"陈女士\",\"jobId\":\"35923437\",\"use...   \n",
       "15  {\"recruiterName\":\"王女士\",\"jobId\":\"59317515\",\"use...   \n",
       "16  {\"recruiterName\":\"Keli Tang\",\"jobId\":\"30477665...   \n",
       "17  {\"recruiterName\":\"宋女士\",\"jobId\":\"45187159\",\"use...   \n",
       "18  {\"recruiterName\":\"黄女士\",\"jobId\":\"58870277\",\"use...   \n",
       "19  {\"recruiterName\":\"黎先生\",\"jobId\":\"56295007\",\"use...   \n",
       "20  {\"recruiterName\":\"林先生\",\"jobId\":\"44978805\",\"use...   \n",
       "21  {\"recruiterName\":\"张先生\",\"jobId\":\"43037645\",\"use...   \n",
       "22  {\"recruiterName\":\"陈先生\",\"jobId\":\"50466807\",\"use...   \n",
       "23  {\"recruiterName\":\"林女士\",\"jobId\":\"55829685\",\"use...   \n",
       "24  {\"recruiterName\":\"卿女士\",\"jobId\":\"46777103\",\"use...   \n",
       "25  {\"recruiterName\":\"刘先生\",\"jobId\":\"57157157\",\"use...   \n",
       "26  {\"recruiterName\":\"谢女士\",\"jobId\":\"58584023\",\"use...   \n",
       "27  {\"recruiterName\":\"贾女士\",\"jobId\":\"59110045\",\"use...   \n",
       "28  {\"recruiterName\":\"陈女士\",\"jobId\":\"46414125\",\"use...   \n",
       "29  {\"recruiterName\":\"宗先生\",\"jobId\":\"46869011\",\"use...   \n",
       "30  {\"recruiterName\":\"叶女士\",\"jobId\":\"46659839\",\"use...   \n",
       "31  {\"recruiterName\":\"孙女士\",\"jobId\":\"45177357\",\"use...   \n",
       "32  {\"recruiterName\":\"俞女士\",\"jobId\":\"57403583\",\"use...   \n",
       "33  {\"recruiterName\":\"陈女士\",\"jobId\":\"59115121\",\"use...   \n",
       "34  {\"recruiterName\":\"唐女士\",\"jobId\":\"45327891\",\"use...   \n",
       "35  {\"recruiterName\":\"郑先生\",\"jobId\":\"55992453\",\"use...   \n",
       "36  {\"recruiterName\":\"唐女士\",\"jobId\":\"48905275\",\"use...   \n",
       "37  {\"recruiterName\":\"刘女士\",\"jobId\":\"23154709\",\"use...   \n",
       "38  {\"recruiterName\":\"刘女士\",\"jobId\":\"25415919\",\"use...   \n",
       "39  {\"recruiterName\":\"邱女士\",\"jobId\":\"31935443\",\"use...   \n",
       "\n",
       "                                             dataInfo  \\\n",
       "0   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "1   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "2   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "3   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "4   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "5   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "6   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "7   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "8   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "9   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "10  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "11  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "12  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "13  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "14  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "15  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "16  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "17  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "18  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "19  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "20  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "21  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "22  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "23  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "24  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "25  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "26  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "27  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "28  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "29  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "30  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "31  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "32  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "33  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "34  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "35  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "36  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "37  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "38  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "39  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       "\n",
       "                                           job.labels job.refreshTime  \\\n",
       "0   [客户端产品, 工具产品, 供应链产品, 基金产品, IT互联网, 金融理财/贷款, to ...  20230621091013   \n",
       "1                                                  []  20230616103702   \n",
       "2                                                  []  20230620093052   \n",
       "3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  20230621113158   \n",
       "4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]  20230410215438   \n",
       "5                                [中央市场产品经理经验, 区域推广经验]  20230624101138   \n",
       "6                                            [神外, 医生]  20230428143658   \n",
       "7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...  20230621113158   \n",
       "8   [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 交互设计, 市...  20230620082118   \n",
       "9                                                  []  20230619103414   \n",
       "10                                             [游戏行业]  20230608172448   \n",
       "11                                   [产品设计, AI人工智能产品]  20230609172939   \n",
       "12                                                 []  20230624105147   \n",
       "13                                                 []  20230619115334   \n",
       "14                                                 []  20230602115342   \n",
       "15  [AI人工智能产品, 内容产品, 商业产品, 人工智能, to C, IT互联网, to G...  20230614105714   \n",
       "16  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...  20230616173005   \n",
       "17                                   [化妆品, 消费品, 产品开发]  20230411142619   \n",
       "18                       [产品策略, 爆品, 母婴, 美妆, 产品策划, 电商]  20230607171157   \n",
       "19  [策略产品, 平台产品, 数据产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...  20230221094711   \n",
       "20                                             [to C]  20230413114524   \n",
       "21                                                 []  20210913204744   \n",
       "22                                 [商品管理, 产品企划, 商品运营]  20221116184947   \n",
       "23                                                 []  20230206112123   \n",
       "24                                             [医院器械]  20230607104618   \n",
       "25                                             [泌尿外科]  20230321153342   \n",
       "26                                                 []  20230619115334   \n",
       "27                                                 []  20230606111659   \n",
       "28                                             [to C]  20230524161531   \n",
       "29                                                 []  20230609165939   \n",
       "30                                      [游戏产品, MMO游戏]  20230602143605   \n",
       "31                                 [市场营销, 产品管理, 产品开发]  20230621104001   \n",
       "32  [CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, 服务业, 批发/零售, I...  20230329180701   \n",
       "33                       [市场洞察, 拓展培训, 团队管理, 销售管理, 出差]  20230606134705   \n",
       "34                                                 []  20230425143147   \n",
       "35                                             [品牌策划]  20230520104442   \n",
       "36                                [产品优化, 二次元在研, 项目管理]  20220928174530   \n",
       "37                                                 []  20200728103437   \n",
       "38                                             [增长产品]  20210615114605   \n",
       "39                                             [数据分析]  20200921191755   \n",
       "\n",
       "   job.jobId job.pcOuterLink job.h5OuterLink job.jobKind  \\\n",
       "0   56376837                                           2   \n",
       "1   58956493                                           2   \n",
       "2   33787845                                           2   \n",
       "3   50965433                                           2   \n",
       "4   57679297                                           2   \n",
       "5   46856955             NaN             NaN           1   \n",
       "6   58215521                                           2   \n",
       "7   57794503                                           2   \n",
       "8   57223711                                           2   \n",
       "9   58733143                                           2   \n",
       "10  46215899             NaN             NaN           1   \n",
       "11  46870615             NaN             NaN           1   \n",
       "12  56876529                                           2   \n",
       "13  57513943                                           2   \n",
       "14  35923437                                           2   \n",
       "15  59317515                                           2   \n",
       "16  30477665                                           2   \n",
       "17  45187159             NaN             NaN           1   \n",
       "18  58870277                                           2   \n",
       "19  56295007                                           2   \n",
       "20  44978805             NaN             NaN           1   \n",
       "21  43037645                                           2   \n",
       "22  50466807                                           2   \n",
       "23  55829685                                           2   \n",
       "24  46777103             NaN             NaN           1   \n",
       "25  57157157                                           2   \n",
       "26  58584023                                           2   \n",
       "27  59110045                                           2   \n",
       "28  46414125             NaN             NaN           1   \n",
       "29  46869011             NaN             NaN           1   \n",
       "30  46659839             NaN             NaN           1   \n",
       "31  45177357             NaN             NaN           1   \n",
       "32  57403583                                           2   \n",
       "33  59115121                                           2   \n",
       "34  45327891             NaN             NaN           1   \n",
       "35  55992453                                           2   \n",
       "36  48905275                                           2   \n",
       "37  23154709                                           2   \n",
       "38  25415919                                           2   \n",
       "39  31935443                                           2   \n",
       "\n",
       "                                       job.title  job.salary  ...  \\\n",
       "0                               C端高级产品经理(J10043)  15-30k·15薪  ...   \n",
       "1                      Product Marketing Manager  18-25k·14薪  ...   \n",
       "2                                     项目管理PM(广州)  10-20k·14薪  ...   \n",
       "3                    产品经理（化妆品原料）/Product Manager        薪资面议  ...   \n",
       "4                            产品经理Product Manager      20-25k  ...   \n",
       "5                                   产品经理PM（化药针剂）  25-30k·14薪  ...   \n",
       "6                 神外产品销售经理 Product Sales Manager  12-15k·15薪  ...   \n",
       "7                              助理产品经理（化妆品原料）/APM        薪资面议  ...   \n",
       "8                                   自动驾驶（硬件）产品经理  25-40k·15薪  ...   \n",
       "9                                           产品经理        薪资面议  ...   \n",
       "10                                  高级产品PM（ARPG）  20-35k·14薪  ...   \n",
       "11                                      AI营销产品经理      12-24k  ...   \n",
       "12                    Automation Product Manager  20-40k·13薪  ...   \n",
       "13   Assistant Product Manager / Product Manager  15-25k·13薪  ...   \n",
       "14                                  产品经理（工业消洗产品）      12-30k  ...   \n",
       "15                                    AIGC营销产品经理      20-35k  ...   \n",
       "16                                          产品经理  18-40k·14薪  ...   \n",
       "17  Assistant Product Manager / Product Manager   18-30k·13薪  ...   \n",
       "18                                        产品策划经理      18-30k  ...   \n",
       "19                                 产品经理（企业数字化转型）       6-10k  ...   \n",
       "20                          eWMS Product Manager  20-40k·15薪  ...   \n",
       "21                                        数码产品经理        薪资面议  ...   \n",
       "22                         产品经理-产品企划（鞋类）(J13091)  14-28k·16薪  ...   \n",
       "23                             产品经理-产品企划(J13606)      15-25k  ...   \n",
       "24                                     市场经理/产品经理  30-40k·15薪  ...   \n",
       "25                                        医药产品经理  25-30k·14薪  ...   \n",
       "26                        Senior Product Manager  20-30k·13薪  ...   \n",
       "27                     百度云工业AI质检业务运营产品经理(J58857)  20-40k·16薪  ...   \n",
       "28                          eWMS Product Manager  30-50k·14薪  ...   \n",
       "29                                          产品经理  20-25k·16薪  ...   \n",
       "30                                游戏高级美术PM（大厂正编）  20-35k·16薪  ...   \n",
       "31                              Product Manager       25-30k  ...   \n",
       "32                        CRM实施顾问&项目经理PM(J12971)      11-22k  ...   \n",
       "33                            微生物检测产品经理（制药行业/双休）  15-20k·16薪  ...   \n",
       "34                                        硬件产品经理  30-50k·14薪  ...   \n",
       "35                                        产品策划经理      15-25k  ...   \n",
       "36                        项目发行PM（二次元） (MJ000855)  20-28k·13薪  ...   \n",
       "37                                        数字营销PM        薪资面议  ...   \n",
       "38                                          活动PM        薪资面议  ...   \n",
       "39                                          游戏PM  15-30k·13薪  ...   \n",
       "\n",
       "   recruiter.imUserType          recruiter.recruiterPhoto  \\\n",
       "0                     2   5f8f986aea60860b75384fab08u.jpg   \n",
       "1                     2   5f8f9865ea60860b75384fa508u.jpg   \n",
       "2                     2   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "3                     2   5f8f98648dbe6273dcf8515508u.jpg   \n",
       "4                     2   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "5                     2   6231b0d9da1d3077a00fb14c01u.png   \n",
       "6                     2   5f8f986aea60860b75384fab08u.jpg   \n",
       "7                     2   5f8f98648dbe6273dcf8515508u.jpg   \n",
       "8                     2   63a46574fd38b10039f0b94b05u.png   \n",
       "9                     2   5f8f986779c7cc70efbf36c008u.jpg   \n",
       "10                    2   5f8fa3a6f6d1ab58476f322808u.png   \n",
       "11                    2   628e2c897f51e2499cd1bfbf04u.jpg   \n",
       "12                    2   5f8f98648dbe6273dcf8515508u.jpg   \n",
       "13                    2   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "14                    2   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "15                    2   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "16                    2   5f8f9865ea60860b75384fa508u.jpg   \n",
       "17                    2   6100c9081d756a75997a266703u.jpg   \n",
       "18                    2   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "19                    2   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       "20                    2   62f7aab56555120790d6013103u.png   \n",
       "21                    2   5f8f986aea60860b75384fab08u.jpg   \n",
       "22                    2   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       "23                    2   5f8f98648dbe6273dcf8515508u.jpg   \n",
       "24                    2   62a84fdfe9fa0e1ff408683002u.png   \n",
       "25                    2   5f8f986aea60860b75384fab08u.jpg   \n",
       "26                    2   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "27                    2   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "28                    2   6400c9110fa75b6cd95be96806u.png   \n",
       "29                    2   648182a39830432e905baf2d04u.png   \n",
       "30                    2   637c93b834e8df2c1c647b1602u.png   \n",
       "31                    2  6321be3095ee1c04143439eb01u.jpeg   \n",
       "32                    2   601baaab60c8320221e3c1d902u.png   \n",
       "33                    2   5f8f98648dbe6273dcf8515508u.jpg   \n",
       "34                    2   5f8fa3bddfb13a7dee343d7608u.png   \n",
       "35                    2   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       "36                    2   5f8f986779c7cc70efbf36c008u.jpg   \n",
       "37                    2   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "38                    2   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "39                    2   62903e4ce4c190153f6f304c06u.jpg   \n",
       "\n",
       "               recruiter.recruiterId comp.compStage  \\\n",
       "0   4e54ac2e3b974628242a21c338b47b91             B轮   \n",
       "1   df48f523e5944ace2bb2cd8f0cba2241          融资未公开   \n",
       "2   dabc492e5cee942eda33e09d1e97f821            NaN   \n",
       "3   14799e1bef289c70aa9b550257de7ea8            NaN   \n",
       "4   74207202b9a1882cbe061eb681f898fc            NaN   \n",
       "5   e2bbf25c0098de6f7ef83d3cb1f32d26            已上市   \n",
       "6   5445ba45a2189a2b1a078f176245fc3b            已上市   \n",
       "7   14799e1bef289c70aa9b550257de7ea8            NaN   \n",
       "8   1147dd557533b4567e1472c76bc04ebd             D轮   \n",
       "9   32232aca46ec9ae7890a5a15a8902e2f            NaN   \n",
       "10  6ead9a9d40a95e1521ca53f73fa20618          融资未公开   \n",
       "11  69b90c10c8cbeac8da05e8d349eaf13a            已上市   \n",
       "12  57a52ed73fed146b4c632be0178bfd3f            NaN   \n",
       "13  ccfed7449a759b2cf7778dde1bad5db7            NaN   \n",
       "14  7f371db882206fccd2bdf1809a52d3e6          融资未公开   \n",
       "15  f0d591207ba759dbe49ae2b73366ae8c         沪深A股上市   \n",
       "16  8d90c26ed477481c5bfe988e1b72f121            NaN   \n",
       "17  375a1dfe17607510a0693c119d820cfb          融资未公开   \n",
       "18  1b2d3c696b09ca69b0e5f3264419b081            NaN   \n",
       "19  ed79e9abb562c2c2e3f3af8aab9ad0d7         沪深A股上市   \n",
       "20  ec2448066ad5cdf94f25083a3243b675          融资未公开   \n",
       "21  80a35acbf6b5573c5c8cd7b9f6ba8101             其他   \n",
       "22  3466dbf14ff3a1923d3d8a2c8cd5b370            NaN   \n",
       "23  308332da68f592edf82050c4b8bff969            NaN   \n",
       "24  aca7c12a2f1b104743312380a6f25054            已上市   \n",
       "25  22ab2b1a88769c3259935c280d474240           港股上市   \n",
       "26  ccfed7449a759b2cf7778dde1bad5db7            NaN   \n",
       "27  869f1f21925b089fde2defcdfeb21fba           美股上市   \n",
       "28  2c100205c7eb2c028df3dac679d77fed          融资未公开   \n",
       "29  056815c015a3c3b4455d9756fea9d2c0          融资未公开   \n",
       "30  0cb2b2501029d509e8cdea777f766f0c          融资未公开   \n",
       "31  47227c6fbfcd952686963be95b15422d          融资未公开   \n",
       "32  77ca96ebd1c0d4c9b55b81912526b943            已上市   \n",
       "33  0f80a6460fa3a5f3c33c5fd0dac95307          融资未公开   \n",
       "34  1d96d00cfe919fa26a1adf5987777a35            NaN   \n",
       "35  71e39b9fa38c7913909ac669ef10aa84            NaN   \n",
       "36  69bf0604ae10eb243f03c06e2c7db374            已上市   \n",
       "37  e8c70da123d6c7e1efcb8675c412f368            NaN   \n",
       "38  e8c70da123d6c7e1efcb8675c412f368            NaN   \n",
       "39  2b6b0643bf65c612313162312f0bffed          科创板上市   \n",
       "\n",
       "                      comp.compLogo comp.compId     comp.compName  \\\n",
       "0   5e38f3e729d83a67544619cd08u.jpg   9954019.0              盈米基金   \n",
       "1   648fbf95b7732f1e292621c406u.png   7977404.0    卡尔蔡司光学(广州)有限公司   \n",
       "2   5bfe982174719df0ac995ebc03a.png   7892168.0              得意电子   \n",
       "3   6274ee6d04a5ff469b10880402u.png   8112968.0              仙婷集团   \n",
       "4   61b07937d0458d53c627567e02u.jpg  13315477.0    广州市新目标电子商务有限公司   \n",
       "5   60e2fe0bf3df194a3c48adb502u.png         NaN          大型制药集团公司   \n",
       "6   5bfe9d4974719d2aa34b5ab303a.png   7023768.0            复星医药集团   \n",
       "7   6274ee6d04a5ff469b10880402u.png   8112968.0              仙婷集团   \n",
       "8   60a497de907306298575785f03u.png   9491766.0        文远知行WeRide   \n",
       "9   5fdc38169b3439706a19fd5901u.png   8094471.0           辉柏嘉(中国)   \n",
       "10  60e2fe0bf3df194a3c48adb502u.png         NaN      某广州大型计算机软件公司   \n",
       "11  60e2fe0bf3df194a3c48adb502u.png         NaN   某广州广告/公关/会展上市公司   \n",
       "12  5952237b7032381b6822192505a.jpg   8506529.0               丹纳赫   \n",
       "13  555c2acba3109367c320a8c601a.png   2061455.0              曼秀雷敦   \n",
       "14  5bfe8edd74719d35745a548603a.png   7932064.0     广东环凯微生物科技有限公司   \n",
       "15  5bfe9d9f74719d2aa34b6af203a.png   9146475.0  广东因赛品牌营销集团股份有限公司   \n",
       "16  59dc78457832e11b880f044c05a.png   9283329.0      即能科技(广州)有限公司   \n",
       "17  60e2fe0bf3df194a3c48adb502u.png         NaN         某国内大型日化公司   \n",
       "18  5f30a76e556e7a7b1280cc3006u.png   9660700.0      嫚熙控股(广州)有限公司   \n",
       "19  5cc116c89fae687d43343d7308u.png   7863327.0              润建股份   \n",
       "20  60e2fe0bf3df194a3c48adb502u.png         NaN   某广州大型食品/饮料/酒水公司   \n",
       "21  5bfe92c174719d9f609a7b9603a.png   2664546.0              汇丰软件   \n",
       "22  628c584cb244352e0e92248608u.png  13032765.0             斯凯奇中国   \n",
       "23  628c584cb244352e0e92248608u.png  13032765.0             斯凯奇中国   \n",
       "24  60e2fe0bf3df194a3c48adb502u.png         NaN       某北京医疗器械上市公司   \n",
       "25  5bfe916674719d35745ad29703a.png   8275623.0              康方生物   \n",
       "26  555c2acba3109367c320a8c601a.png   2061455.0              曼秀雷敦   \n",
       "27  5bfe93af74719d9f609aaaef03a.png    884492.0             Baidu   \n",
       "28  60e2fe0bf3df194a3c48adb502u.png         NaN         某广州大型日化公司   \n",
       "29  60e2fe0bf3df194a3c48adb502u.png         NaN      某天津电气机械/器材公司   \n",
       "30  60e2fe0bf3df194a3c48adb502u.png         NaN      某广州大型计算机软件公司   \n",
       "31  60e2fe0bf3df194a3c48adb502u.png         NaN        某国内大型快消品公司   \n",
       "32  5ed700f4ec4db462f82e4ddf01u.png   8361671.0    上海汉得信息技术股份有限公司   \n",
       "33  5bfe8edd74719d35745a548603a.png   7932064.0     广东环凯微生物科技有限公司   \n",
       "34  60e2fe0bf3df194a3c48adb502u.png         NaN      某广州电气机械/器材公司   \n",
       "35  5f30a76e556e7a7b1280cc3006u.png   9660700.0      嫚熙控股(广州)有限公司   \n",
       "36  5ff42565bebf7311a41e860005u.png    803274.0              广州百田   \n",
       "37  5bfea15d74719d2aa34c24f803a.png   6629285.0         恩梯梯数据(中国)   \n",
       "38  5bfea15d74719d2aa34c24f803a.png   6629285.0         恩梯梯数据(中国)   \n",
       "39  616e7903bbe0bb0ec5705fe401u.png   8307104.0      英雄互娱科技股份有限公司   \n",
       "\n",
       "   comp.compScale                                 comp.link  comp.compIndustry  \n",
       "0        100-499人   https://www.liepin.com/company/9954019/           基金/证券/期货  \n",
       "1        500-999人   https://www.liepin.com/company/7977404/              批发/零售  \n",
       "2        10000人以上   https://www.liepin.com/company/7892168/        电子/半导体/集成电路  \n",
       "3          50-99人   https://www.liepin.com/company/8112968/             贸易/进出口  \n",
       "4        100-499人  https://www.liepin.com/company/13315477/               IT服务  \n",
       "5        10000人以上                                                      制药/生物工程  \n",
       "6        10000人以上   https://www.liepin.com/company/7023768/                 制药  \n",
       "7          50-99人   https://www.liepin.com/company/8112968/             贸易/进出口  \n",
       "8        100-499人   https://www.liepin.com/company/9491766/               人工智能  \n",
       "9        500-999人   https://www.liepin.com/company/8094471/            办公用品/设备  \n",
       "10       10000人以上                                                        计算机软件  \n",
       "11       100-499人                                                     广告/公关/会展  \n",
       "12    5000-10000人   https://www.liepin.com/company/8506529/               医疗器械  \n",
       "13       500-999人   https://www.liepin.com/company/2061455/                 日化  \n",
       "14       100-499人   https://www.liepin.com/company/7932064/                 制药  \n",
       "15       100-499人   https://www.liepin.com/company/9146475/           广告/公关/会展  \n",
       "16          1-49人   https://www.liepin.com/company/9283329/             专业技术服务  \n",
       "17     2000-5000人                                                           日化  \n",
       "18     1000-2000人   https://www.liepin.com/company/9660700/                互联网  \n",
       "19    5000-10000人   https://www.liepin.com/company/7863327/               通信设备  \n",
       "20       10000人以上                                                     食品/饮料/酒水  \n",
       "21     2000-5000人   https://www.liepin.com/company/2664546/              计算机软件  \n",
       "22     2000-5000人  https://www.liepin.com/company/13032765/           服装/纺织/皮革  \n",
       "23     2000-5000人  https://www.liepin.com/company/13032765/           服装/纺织/皮革  \n",
       "24       500-999人                                                         医疗器械  \n",
       "25     2000-5000人   https://www.liepin.com/company/8275623/                 制药  \n",
       "26       500-999人   https://www.liepin.com/company/2061455/                 日化  \n",
       "27       10000人以上    https://www.liepin.com/company/884492/                互联网  \n",
       "28       10000人以上                                                           日化  \n",
       "29       100-499人                                                      电气机械/器材  \n",
       "30       10000人以上                                                        计算机软件  \n",
       "31     2000-5000人                                                           日化  \n",
       "32       10000人以上   https://www.liepin.com/company/8361671/                互联网  \n",
       "33       100-499人   https://www.liepin.com/company/7932064/                 制药  \n",
       "34          1-49人                                                      电气机械/器材  \n",
       "35     1000-2000人   https://www.liepin.com/company/9660700/                互联网  \n",
       "36       500-999人    https://www.liepin.com/company/803274/                 游戏  \n",
       "37     2000-5000人   https://www.liepin.com/company/6629285/               IT服务  \n",
       "38     2000-5000人   https://www.liepin.com/company/6629285/               IT服务  \n",
       "39     1000-2000人   https://www.liepin.com/company/8307104/                 游戏  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(response_data['data']['data']['jobCardList'])"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "3d90a848",
   "metadata": {},
   "source": [
    "# 翻页处理数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5d5cbca5",
   "metadata": {},
   "outputs": [],
   "source": [
    "import copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "0acc43a7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 0,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 1,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 2,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 3,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 4,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 5,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 6,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 7,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 8,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 9,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}}]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "payload_page = [] \n",
    "for i in range(10):\n",
    "    payload_new = copy.deepcopy(payload)\n",
    "    payload_new['data']['mainSearchPcConditionForm']['currentPage']=i\n",
    "    payload_page.append(payload_new)\n",
    "payload_page"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "55030511",
   "metadata": {},
   "source": [
    "# 批量存储数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "a58af84b",
   "metadata": {},
   "outputs": [],
   "source": [
    "response_df = []\n",
    "for i in payload_page:\n",
    "    # send a POST request with headers\n",
    "    r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "    # extract the JSON data from the response\n",
    "    response_data = r.json()\n",
    "    # example: print the number of job postings returned\n",
    "    df = pd.json_normalize(response_data['data']['data']['jobCardList'])\n",
    "    response_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "6a28ffe7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[                                             dataInfo  \\\n",
       " 0   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 1   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 2   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 3   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 4   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 5   %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 6   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 7   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 8   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 9   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 10  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 11  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 12  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 13  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 14  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 15  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 16  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 17  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 18  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 19  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 20  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 21  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 22  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 23  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 24  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 25  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 26  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 27  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 28  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 29  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 30  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 31  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 32  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 33  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 34  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 35  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 36  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 37  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 38  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 39  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " \n",
       "                                            dataParams recruiter.recruiterName  \\\n",
       " 0   {\"jobKind\":\"2\",\"userId\":\"4e54ac2e3b974628242a2...                     王先生   \n",
       " 1   {\"jobKind\":\"2\",\"userId\":\"df48f523e5944ace2bb2c...                     黄女士   \n",
       " 2   {\"jobKind\":\"2\",\"userId\":\"dabc492e5cee942eda33e...                     谢女士   \n",
       " 3   {\"jobKind\":\"2\",\"userId\":\"14799e1bef289c70aa9b5...                     吴女士   \n",
       " 4   {\"jobKind\":\"2\",\"userId\":\"74207202b9a1882cbe061...                     樊女士   \n",
       " 5   {\"jobKind\":\"1\",\"userId\":\"e2bbf25c0098de6f7ef83...                     周先生   \n",
       " 6   {\"jobKind\":\"2\",\"userId\":\"5445ba45a2189a2b1a078...                     张先生   \n",
       " 7   {\"jobKind\":\"2\",\"userId\":\"14799e1bef289c70aa9b5...                     吴女士   \n",
       " 8   {\"jobKind\":\"2\",\"userId\":\"1147dd557533b4567e147...                     程先生   \n",
       " 9   {\"jobKind\":\"2\",\"userId\":\"32232aca46ec9ae7890a5...                     李女士   \n",
       " 10  {\"jobKind\":\"1\",\"userId\":\"6ead9a9d40a95e1521ca5...                     戴先生   \n",
       " 11  {\"jobKind\":\"1\",\"userId\":\"69b90c10c8cbeac8da05e...                     郭女士   \n",
       " 12  {\"jobKind\":\"2\",\"userId\":\"57a52ed73fed146b4c632...                     王女士   \n",
       " 13  {\"jobKind\":\"2\",\"userId\":\"ccfed7449a759b2cf7778...                     谢女士   \n",
       " 14  {\"jobKind\":\"2\",\"userId\":\"f0d591207ba759dbe49ae...                     王女士   \n",
       " 15  {\"jobKind\":\"2\",\"userId\":\"ed79e9abb562c2c2e3f3a...                     黎先生   \n",
       " 16  {\"jobKind\":\"2\",\"userId\":\"8d90c26ed477481c5bfe9...               Keli Tang   \n",
       " 17  {\"jobKind\":\"1\",\"userId\":\"375a1dfe17607510a0693...                     宋女士   \n",
       " 18  {\"jobKind\":\"2\",\"userId\":\"1b2d3c696b09ca69b0e5f...                     黄女士   \n",
       " 19  {\"jobKind\":\"1\",\"userId\":\"ec2448066ad5cdf94f250...                     林先生   \n",
       " 20  {\"jobKind\":\"2\",\"userId\":\"7f371db882206fccd2bdf...                     陈女士   \n",
       " 21  {\"jobKind\":\"2\",\"userId\":\"80a35acbf6b5573c5c8cd...                     张先生   \n",
       " 22  {\"jobKind\":\"2\",\"userId\":\"3466dbf14ff3a1923d3d8...                     陈先生   \n",
       " 23  {\"jobKind\":\"2\",\"userId\":\"308332da68f592edf8205...                     林女士   \n",
       " 24  {\"jobKind\":\"1\",\"userId\":\"aca7c12a2f1b104743312...                     卿女士   \n",
       " 25  {\"jobKind\":\"2\",\"userId\":\"22ab2b1a88769c3259935...                     刘先生   \n",
       " 26  {\"jobKind\":\"2\",\"userId\":\"ccfed7449a759b2cf7778...                     谢女士   \n",
       " 27  {\"jobKind\":\"2\",\"userId\":\"869f1f21925b089fde2de...                     贾女士   \n",
       " 28  {\"jobKind\":\"2\",\"userId\":\"71e39b9fa38c7913909ac...                     郑先生   \n",
       " 29  {\"jobKind\":\"1\",\"userId\":\"47227c6fbfcd952686963...                     孙女士   \n",
       " 30  {\"jobKind\":\"1\",\"userId\":\"2c100205c7eb2c028df3d...                     陈女士   \n",
       " 31  {\"jobKind\":\"1\",\"userId\":\"0cb2b2501029d509e8cde...                     叶女士   \n",
       " 32  {\"jobKind\":\"1\",\"userId\":\"056815c015a3c3b4455d9...                     宗先生   \n",
       " 33  {\"jobKind\":\"2\",\"userId\":\"77ca96ebd1c0d4c9b55b8...                     俞女士   \n",
       " 34  {\"jobKind\":\"2\",\"userId\":\"0f80a6460fa3a5f3c33c5...                     陈女士   \n",
       " 35  {\"jobKind\":\"1\",\"userId\":\"1d96d00cfe919fa26a1ad...                     唐女士   \n",
       " 36  {\"jobKind\":\"2\",\"userId\":\"69bf0604ae10eb243f03c...                     唐女士   \n",
       " 37  {\"jobKind\":\"2\",\"userId\":\"e8c70da123d6c7e1efcb8...                     刘女士   \n",
       " 38  {\"jobKind\":\"2\",\"userId\":\"e8c70da123d6c7e1efcb8...                     刘女士   \n",
       " 39  {\"jobKind\":\"2\",\"userId\":\"2b6b0643bf65c61231316...                     邱女士   \n",
       " \n",
       "    recruiter.recruiterTitle                    recruiter.imId  \\\n",
       " 0              人力资源伙伴(HRBP)  52c4365602551576abcb385e72bd8d3d   \n",
       " 1                        HR  6652e0af2060df2c160b5b344d4ef7b6   \n",
       " 2                    连接器工程师  6f058014d3ef83122982e990dc084411   \n",
       " 3                HR Officer  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       " 4                       HRM  c161b9ea744ffb27d0e00b26797bdaff   \n",
       " 5                      猎头顾问  2c9e72fbdf2bd8d599eeb040770b0b48   \n",
       " 6                    人力资源专员  f8a500e0eab81d475153eb2d84a8b1de   \n",
       " 7                HR Officer  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       " 8                      招聘专家  6fa10ff6ea77d091528dabef14b76f2d   \n",
       " 9                        HR  a77e3547cf3d67c4ac4acac916df0e35   \n",
       " 10                     猎头顾问  25a454b754ae73fd2972004574cc2f3b   \n",
       " 11                     猎头顾问  1534619dd0cbc81597cd4b0530f9e3f9   \n",
       " 12                   人力资源专员  24c1cab13ef9bc2e801c17c79e240538   \n",
       " 13                   人力资源经理  fb94d0eef421593a509db46caffb89c7   \n",
       " 14                  人力资源副经理  fb316ba4a4eb308e6172c091f854d35c   \n",
       " 15                     招聘主管  beff7093463e459a613348042573671f   \n",
       " 16                     HRBP  edbe6a7c4ed9d6e5aaa70b13e477f173   \n",
       " 17                     猎头顾问  37476b87b3e233679f90a7bcfdb96d0e   \n",
       " 18                   HRBP经理  556085ce1cfb1ea84c7b9da341e06feb   \n",
       " 19                     猎头顾问  d9615c119bb132bd55a0b6511a508218   \n",
       " 20                       HR  18f5af2ced812a43d6a9d1214a39013b   \n",
       " 21                      112  bd0efb08acc7704271de52c3bc0b6279   \n",
       " 22                           feaaf399e43a569d29323863fa1c0b93   \n",
       " 23               人力资源业务合作伙伴  7b8081a6d08696bafaf1d0d00bd33fc5   \n",
       " 24                     猎头顾问  53c8427ff462afc6eb206e660be18459   \n",
       " 25               高级医学信息沟通专员  d4cc4bca17cae276aefc9b4a2bd8879c   \n",
       " 26                   人力资源经理  fb94d0eef421593a509db46caffb89c7   \n",
       " 27                recruiter  f66b91de2a4984d02980490a0cdf2257   \n",
       " 28                      HRM  ecb69f58b8af2fa07bed4a56d1662c8b   \n",
       " 29                     猎头顾问  9cfdabc8878349689809d03804875792   \n",
       " 30                     猎头顾问  cdd38888643756d4ef38cb0ce6f46cd7   \n",
       " 31                     猎头顾问  06f4df96b4c6fd1861a8485668ee84be   \n",
       " 32                     猎头顾问  69edf10a357b33f7bd1f3cfaeaaa47e3   \n",
       " 33                       HR  927752d28c878e66e4cd5c055e1e05ce   \n",
       " 34                           767685575712890413dd84912f51618a   \n",
       " 35                     猎头顾问  73f267275bfde46ce68ea511f8a9efc5   \n",
       " 36                           9e5b45289ab5581e337193710fe42056   \n",
       " 37               Consultant  b76b2be27ab4a4746042c177f0a1d2b1   \n",
       " 38               Consultant  b76b2be27ab4a4746042c177f0a1d2b1   \n",
       " 39                   人力资源管理  d458df6acc9507089941166e65ebdb6f   \n",
       " \n",
       "    recruiter.imUserType  recruiter.chatted             recruiter.recruiterId  \\\n",
       " 0                     2              False  4e54ac2e3b974628242a21c338b47b91   \n",
       " 1                     2              False  df48f523e5944ace2bb2cd8f0cba2241   \n",
       " 2                     2              False  dabc492e5cee942eda33e09d1e97f821   \n",
       " 3                     2              False  14799e1bef289c70aa9b550257de7ea8   \n",
       " 4                     2              False  74207202b9a1882cbe061eb681f898fc   \n",
       " 5                     2              False  e2bbf25c0098de6f7ef83d3cb1f32d26   \n",
       " 6                     2              False  5445ba45a2189a2b1a078f176245fc3b   \n",
       " 7                     2              False  14799e1bef289c70aa9b550257de7ea8   \n",
       " 8                     2              False  1147dd557533b4567e1472c76bc04ebd   \n",
       " 9                     2              False  32232aca46ec9ae7890a5a15a8902e2f   \n",
       " 10                    2              False  6ead9a9d40a95e1521ca53f73fa20618   \n",
       " 11                    2              False  69b90c10c8cbeac8da05e8d349eaf13a   \n",
       " 12                    2              False  57a52ed73fed146b4c632be0178bfd3f   \n",
       " 13                    2              False  ccfed7449a759b2cf7778dde1bad5db7   \n",
       " 14                    2              False  f0d591207ba759dbe49ae2b73366ae8c   \n",
       " 15                    2              False  ed79e9abb562c2c2e3f3af8aab9ad0d7   \n",
       " 16                    2              False  8d90c26ed477481c5bfe988e1b72f121   \n",
       " 17                    2              False  375a1dfe17607510a0693c119d820cfb   \n",
       " 18                    2              False  1b2d3c696b09ca69b0e5f3264419b081   \n",
       " 19                    2              False  ec2448066ad5cdf94f25083a3243b675   \n",
       " 20                    2              False  7f371db882206fccd2bdf1809a52d3e6   \n",
       " 21                    2              False  80a35acbf6b5573c5c8cd7b9f6ba8101   \n",
       " 22                    2              False  3466dbf14ff3a1923d3d8a2c8cd5b370   \n",
       " 23                    2              False  308332da68f592edf82050c4b8bff969   \n",
       " 24                    2              False  aca7c12a2f1b104743312380a6f25054   \n",
       " 25                    2              False  22ab2b1a88769c3259935c280d474240   \n",
       " 26                    2              False  ccfed7449a759b2cf7778dde1bad5db7   \n",
       " 27                    2              False  869f1f21925b089fde2defcdfeb21fba   \n",
       " 28                    2              False  71e39b9fa38c7913909ac669ef10aa84   \n",
       " 29                    2              False  47227c6fbfcd952686963be95b15422d   \n",
       " 30                    2              False  2c100205c7eb2c028df3dac679d77fed   \n",
       " 31                    2              False  0cb2b2501029d509e8cdea777f766f0c   \n",
       " 32                    2              False  056815c015a3c3b4455d9756fea9d2c0   \n",
       " 33                    2              False  77ca96ebd1c0d4c9b55b81912526b943   \n",
       " 34                    2              False  0f80a6460fa3a5f3c33c5fd0dac95307   \n",
       " 35                    2              False  1d96d00cfe919fa26a1adf5987777a35   \n",
       " 36                    2              False  69bf0604ae10eb243f03c06e2c7db374   \n",
       " 37                    2              False  e8c70da123d6c7e1efcb8675c412f368   \n",
       " 38                    2              False  e8c70da123d6c7e1efcb8675c412f368   \n",
       " 39                    2              False  2b6b0643bf65c612313162312f0bffed   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compScale  ...  \\\n",
       " 0    5f8f986aea60860b75384fab08u.jpg       100-499人  ...   \n",
       " 1    5f8f9865ea60860b75384fa508u.jpg       500-999人  ...   \n",
       " 2    5f8f9866dfb13a7dee342f1808u.jpg       10000人以上  ...   \n",
       " 3    5f8f98648dbe6273dcf8515508u.jpg         50-99人  ...   \n",
       " 4    5f8f9863f6d1ab58476f246a08u.jpg       100-499人  ...   \n",
       " 5    6231b0d9da1d3077a00fb14c01u.png       10000人以上  ...   \n",
       " 6    5f8f986aea60860b75384fab08u.jpg       10000人以上  ...   \n",
       " 7    5f8f98648dbe6273dcf8515508u.jpg         50-99人  ...   \n",
       " 8    63a46574fd38b10039f0b94b05u.png       100-499人  ...   \n",
       " 9    5f8f986779c7cc70efbf36c008u.jpg       500-999人  ...   \n",
       " 10   5f8fa3a6f6d1ab58476f322808u.png       10000人以上  ...   \n",
       " 11   628e2c897f51e2499cd1bfbf04u.jpg       100-499人  ...   \n",
       " 12   5f8f98648dbe6273dcf8515508u.jpg    5000-10000人  ...   \n",
       " 13   5f8f9863f6d1ab58476f246a08u.jpg       500-999人  ...   \n",
       " 14   5f8f9863f6d1ab58476f246a08u.jpg       100-499人  ...   \n",
       " 15   5f8f9868f6d1ab58476f24a008u.jpg    5000-10000人  ...   \n",
       " 16   5f8f9865ea60860b75384fa508u.jpg          1-49人  ...   \n",
       " 17   6100c9081d756a75997a266703u.jpg     2000-5000人  ...   \n",
       " 18   5f8f9863f6d1ab58476f246a08u.jpg     1000-2000人  ...   \n",
       " 19   62f7aab56555120790d6013103u.png       10000人以上  ...   \n",
       " 20   5f8f9863f6d1ab58476f246a08u.jpg       100-499人  ...   \n",
       " 21   5f8f986aea60860b75384fab08u.jpg     2000-5000人  ...   \n",
       " 22   5f8f9868f6d1ab58476f24a008u.jpg     2000-5000人  ...   \n",
       " 23   5f8f98648dbe6273dcf8515508u.jpg     2000-5000人  ...   \n",
       " 24   62a84fdfe9fa0e1ff408683002u.png       500-999人  ...   \n",
       " 25   5f8f986aea60860b75384fab08u.jpg     2000-5000人  ...   \n",
       " 26   5f8f9863f6d1ab58476f246a08u.jpg       500-999人  ...   \n",
       " 27   5f8f9866dfb13a7dee342f1808u.jpg       10000人以上  ...   \n",
       " 28   5f8f9868f6d1ab58476f24a008u.jpg     1000-2000人  ...   \n",
       " 29  6321be3095ee1c04143439eb01u.jpeg     2000-5000人  ...   \n",
       " 30   6400c9110fa75b6cd95be96806u.png       10000人以上  ...   \n",
       " 31   637c93b834e8df2c1c647b1602u.png       10000人以上  ...   \n",
       " 32   648182a39830432e905baf2d04u.png       100-499人  ...   \n",
       " 33   601baaab60c8320221e3c1d902u.png       10000人以上  ...   \n",
       " 34   5f8f98648dbe6273dcf8515508u.jpg       100-499人  ...   \n",
       " 35   5f8fa3bddfb13a7dee343d7608u.png          1-49人  ...   \n",
       " 36   5f8f986779c7cc70efbf36c008u.jpg       500-999人  ...   \n",
       " 37   5f8f9863f6d1ab58476f246a08u.jpg     2000-5000人  ...   \n",
       " 38   5f8f9863f6d1ab58476f246a08u.jpg     2000-5000人  ...   \n",
       " 39   62903e4ce4c190153f6f304c06u.jpg     1000-2000人  ...   \n",
       " \n",
       "                                        job.title  job.salary  job.dq  \\\n",
       " 0                               C端高级产品经理(J10043)  15-30k·15薪      广州   \n",
       " 1                      Product Marketing Manager  18-25k·14薪  广州-天河区   \n",
       " 2                                     项目管理PM(广州)  10-20k·14薪  广州-南沙区   \n",
       " 3                    产品经理（化妆品原料）/Product Manager        薪资面议  广州-天河区   \n",
       " 4                            产品经理Product Manager      20-25k  广州-番禺区   \n",
       " 5                                   产品经理PM（化药针剂）  25-30k·14薪      广州   \n",
       " 6                 神外产品销售经理 Product Sales Manager  12-15k·15薪  广州-越秀区   \n",
       " 7                              助理产品经理（化妆品原料）/APM        薪资面议  广州-天河区   \n",
       " 8                                   自动驾驶（硬件）产品经理  25-40k·15薪      广州   \n",
       " 9                                           产品经理        薪资面议      广州   \n",
       " 10                                  高级产品PM（ARPG）  20-35k·14薪  广州-天河区   \n",
       " 11                                      AI营销产品经理      12-24k      广州   \n",
       " 12                    Automation Product Manager  20-40k·13薪  广州-天河区   \n",
       " 13   Assistant Product Manager / Product Manager  15-25k·13薪  广州-天河区   \n",
       " 14                                    AIGC营销产品经理      20-35k  广州-番禺区   \n",
       " 15                                 产品经理（企业数字化转型）       6-10k  广州-天河区   \n",
       " 16                                          产品经理  18-40k·14薪  广州-越秀区   \n",
       " 17  Assistant Product Manager / Product Manager   18-30k·13薪      广州   \n",
       " 18                                        产品策划经理      18-30k  广州-白云区   \n",
       " 19                          eWMS Product Manager  20-40k·15薪      广州   \n",
       " 20                                  产品经理（工业消洗产品）      12-30k      广州   \n",
       " 21                                        数码产品经理        薪资面议      广州   \n",
       " 22                         产品经理-产品企划（鞋类）(J13091)  14-28k·16薪  广州-天河区   \n",
       " 23                             产品经理-产品企划(J13606)      15-25k  广州-天河区   \n",
       " 24                                     市场经理/产品经理  30-40k·15薪      广州   \n",
       " 25                                        医药产品经理  25-30k·14薪  广州-越秀区   \n",
       " 26                        Senior Product Manager  20-30k·13薪  广州-天河区   \n",
       " 27                     百度云工业AI质检业务运营产品经理(J58857)  20-40k·16薪  广州-白云区   \n",
       " 28                                        产品策划经理      15-25k  广州-白云区   \n",
       " 29                              Product Manager       25-30k      广州   \n",
       " 30                          eWMS Product Manager  30-50k·14薪      广州   \n",
       " 31                                游戏高级美术PM（大厂正编）  20-35k·16薪      广州   \n",
       " 32                                          产品经理  20-25k·16薪      广州   \n",
       " 33                        CRM实施顾问&项目经理PM(J12971)      11-22k  广州-番禺区   \n",
       " 34                            微生物检测产品经理（制药行业/双休）  15-20k·16薪  广州-黄埔区   \n",
       " 35                                        硬件产品经理  30-50k·14薪  广州-海珠区   \n",
       " 36                        项目发行PM（二次元） (MJ000855)  20-28k·13薪  广州-天河区   \n",
       " 37                                          活动PM        薪资面议      广州   \n",
       " 38                                        数字营销PM        薪资面议  广州-天河区   \n",
       " 39                                          游戏PM  15-30k·13薪  广州-海珠区   \n",
       " \n",
       "    job.topJob                                     job.link job.pcOuterLink  \\\n",
       " 0        True  https://www.liepin.com/job/1956376837.shtml                   \n",
       " 1        True  https://www.liepin.com/job/1958956493.shtml                   \n",
       " 2        True  https://www.liepin.com/job/1933787845.shtml                   \n",
       " 3       False  https://www.liepin.com/job/1950965433.shtml                   \n",
       " 4       False  https://www.liepin.com/job/1957679297.shtml                   \n",
       " 5       False      https://www.liepin.com/a/46856955.shtml             NaN   \n",
       " 6       False  https://www.liepin.com/job/1958215521.shtml                   \n",
       " 7       False  https://www.liepin.com/job/1957794503.shtml                   \n",
       " 8       False  https://www.liepin.com/job/1957223711.shtml                   \n",
       " 9       False  https://www.liepin.com/job/1958733143.shtml                   \n",
       " 10      False      https://www.liepin.com/a/46215899.shtml             NaN   \n",
       " 11      False      https://www.liepin.com/a/46870615.shtml             NaN   \n",
       " 12      False  https://www.liepin.com/job/1956876529.shtml                   \n",
       " 13      False  https://www.liepin.com/job/1957513943.shtml                   \n",
       " 14      False  https://www.liepin.com/job/1959317515.shtml                   \n",
       " 15      False  https://www.liepin.com/job/1956295007.shtml                   \n",
       " 16      False  https://www.liepin.com/job/1930477665.shtml                   \n",
       " 17      False      https://www.liepin.com/a/45187159.shtml             NaN   \n",
       " 18      False  https://www.liepin.com/job/1958870277.shtml                   \n",
       " 19      False      https://www.liepin.com/a/44978805.shtml             NaN   \n",
       " 20      False  https://www.liepin.com/job/1935923437.shtml                   \n",
       " 21      False  https://www.liepin.com/job/1943037645.shtml                   \n",
       " 22      False  https://www.liepin.com/job/1950466807.shtml                   \n",
       " 23      False  https://www.liepin.com/job/1955829685.shtml                   \n",
       " 24      False      https://www.liepin.com/a/46777103.shtml             NaN   \n",
       " 25      False  https://www.liepin.com/job/1957157157.shtml                   \n",
       " 26      False  https://www.liepin.com/job/1958584023.shtml                   \n",
       " 27      False  https://www.liepin.com/job/1959110045.shtml                   \n",
       " 28      False  https://www.liepin.com/job/1955992453.shtml                   \n",
       " 29      False      https://www.liepin.com/a/45177357.shtml             NaN   \n",
       " 30      False      https://www.liepin.com/a/46414125.shtml             NaN   \n",
       " 31      False      https://www.liepin.com/a/46659839.shtml             NaN   \n",
       " 32      False      https://www.liepin.com/a/46869011.shtml             NaN   \n",
       " 33      False  https://www.liepin.com/job/1957403583.shtml                   \n",
       " 34      False  https://www.liepin.com/job/1959115121.shtml                   \n",
       " 35      False      https://www.liepin.com/a/45327891.shtml             NaN   \n",
       " 36      False  https://www.liepin.com/job/1948905275.shtml                   \n",
       " 37      False  https://www.liepin.com/job/1925415919.shtml                   \n",
       " 38      False  https://www.liepin.com/job/1923154709.shtml                   \n",
       " 39      False  https://www.liepin.com/job/1931935443.shtml                   \n",
       " \n",
       "    job.h5OuterLink job.advViewFlag job.requireWorkYears  \\\n",
       " 0                             True                 3-5年   \n",
       " 1                             True                5-10年   \n",
       " 2                             True                 3-5年   \n",
       " 3                            False                 3-5年   \n",
       " 4                            False                 3-5年   \n",
       " 5              NaN           False                 经验不限   \n",
       " 6                            False                 1-3年   \n",
       " 7                            False                 3-5年   \n",
       " 8                            False                 经验不限   \n",
       " 9                            False                5-10年   \n",
       " 10             NaN           False                5-10年   \n",
       " 11             NaN           False                 3-5年   \n",
       " 12                           False                5-10年   \n",
       " 13                           False                 3-5年   \n",
       " 14                           False                 3-5年   \n",
       " 15                           False                 3-5年   \n",
       " 16                           False                5-10年   \n",
       " 17             NaN           False                5-10年   \n",
       " 18                           False                5-10年   \n",
       " 19             NaN           False                 经验不限   \n",
       " 20                           False                 3-5年   \n",
       " 21                           False                 3-5年   \n",
       " 22                           False                 3-5年   \n",
       " 23                           False                5-10年   \n",
       " 24             NaN           False                 经验不限   \n",
       " 25                           False                 1-3年   \n",
       " 26                           False                5-10年   \n",
       " 27                           False                5-10年   \n",
       " 28                           False                5-10年   \n",
       " 29             NaN           False                 1-3年   \n",
       " 30             NaN           False                5-10年   \n",
       " 31             NaN           False                 3-5年   \n",
       " 32             NaN           False                10年以上   \n",
       " 33                           False                 3-5年   \n",
       " 34                           False                5-10年   \n",
       " 35             NaN           False                5-10年   \n",
       " 36                           False                5-10年   \n",
       " 37                           False                 3-5年   \n",
       " 38                           False                5-10年   \n",
       " 39                           False                 3-5年   \n",
       " \n",
       "                                        job.dataPromId  \n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2256376837%22%2C%22pageSize%...   \n",
       " 1   %7B%22jobId%22%3A%2258956493%22%2C%22pageSize%...   \n",
       " 2   %7B%22jobId%22%3A%2233787845%22%2C%22pageSize%...   \n",
       " 3   %7B%22jobId%22%3A%2250965433%22%2C%22pageSize%...   \n",
       " 4   %7B%22jobId%22%3A%2257679297%22%2C%22pageSize%...   \n",
       " 5   %7B%22jobId%22%3A%2246856955%22%2C%22pageSize%...   \n",
       " 6   %7B%22jobId%22%3A%2258215521%22%2C%22pageSize%...   \n",
       " 7   %7B%22jobId%22%3A%2257794503%22%2C%22pageSize%...   \n",
       " 8   %7B%22jobId%22%3A%2257223711%22%2C%22pageSize%...   \n",
       " 9   %7B%22jobId%22%3A%2258733143%22%2C%22pageSize%...   \n",
       " 10  %7B%22jobId%22%3A%2246215899%22%2C%22pageSize%...   \n",
       " 11  %7B%22jobId%22%3A%2246870615%22%2C%22pageSize%...   \n",
       " 12  %7B%22jobId%22%3A%2256876529%22%2C%22pageSize%...   \n",
       " 13  %7B%22jobId%22%3A%2257513943%22%2C%22pageSize%...   \n",
       " 14  %7B%22jobId%22%3A%2235923437%22%2C%22pageSize%...   \n",
       " 15  %7B%22jobId%22%3A%2259317515%22%2C%22pageSize%...   \n",
       " 16  %7B%22jobId%22%3A%2230477665%22%2C%22pageSize%...   \n",
       " 17  %7B%22jobId%22%3A%2245187159%22%2C%22pageSize%...   \n",
       " 18  %7B%22jobId%22%3A%2258870277%22%2C%22pageSize%...   \n",
       " 19  %7B%22jobId%22%3A%2256295007%22%2C%22pageSize%...   \n",
       " 20  %7B%22jobId%22%3A%2244978805%22%2C%22pageSize%...   \n",
       " 21  %7B%22jobId%22%3A%2243037645%22%2C%22pageSize%...   \n",
       " 22  %7B%22jobId%22%3A%2250466807%22%2C%22pageSize%...   \n",
       " 23  %7B%22jobId%22%3A%2255829685%22%2C%22pageSize%...   \n",
       " 24  %7B%22jobId%22%3A%2246777103%22%2C%22pageSize%...   \n",
       " 25  %7B%22jobId%22%3A%2257157157%22%2C%22pageSize%...   \n",
       " 26  %7B%22jobId%22%3A%2258584023%22%2C%22pageSize%...   \n",
       " 27  %7B%22jobId%22%3A%2259110045%22%2C%22pageSize%...   \n",
       " 28  %7B%22jobId%22%3A%2246414125%22%2C%22pageSize%...   \n",
       " 29  %7B%22jobId%22%3A%2246869011%22%2C%22pageSize%...   \n",
       " 30  %7B%22jobId%22%3A%2246659839%22%2C%22pageSize%...   \n",
       " 31  %7B%22jobId%22%3A%2245177357%22%2C%22pageSize%...   \n",
       " 32  %7B%22jobId%22%3A%2257403583%22%2C%22pageSize%...   \n",
       " 33  %7B%22jobId%22%3A%2259115121%22%2C%22pageSize%...   \n",
       " 34  %7B%22jobId%22%3A%2245327891%22%2C%22pageSize%...   \n",
       " 35  %7B%22jobId%22%3A%2255992453%22%2C%22pageSize%...   \n",
       " 36  %7B%22jobId%22%3A%2248905275%22%2C%22pageSize%...   \n",
       " 37  %7B%22jobId%22%3A%2223154709%22%2C%22pageSize%...   \n",
       " 38  %7B%22jobId%22%3A%2225415919%22%2C%22pageSize%...   \n",
       " 39  %7B%22jobId%22%3A%2231935443%22%2C%22pageSize%...   \n",
       " \n",
       "                                            dataParams recruiter.recruiterName  \\\n",
       " 0   {\"jobId\":\"56376837\",\"recruiterName\":\"王先生\",\"imI...                     王先生   \n",
       " 1   {\"jobId\":\"58956493\",\"recruiterName\":\"黄女士\",\"imI...                     黄女士   \n",
       " 2   {\"jobId\":\"33787845\",\"recruiterName\":\"谢女士\",\"imI...                     谢女士   \n",
       " 3   {\"jobId\":\"50965433\",\"recruiterName\":\"吴女士\",\"imI...                     吴女士   \n",
       " 4   {\"jobId\":\"57679297\",\"recruiterName\":\"樊女士\",\"imI...                     樊女士   \n",
       " 5   {\"jobId\":\"46856955\",\"recruiterName\":\"周先生\",\"imI...                     周先生   \n",
       " 6   {\"jobId\":\"58215521\",\"recruiterName\":\"张先生\",\"imI...                     张先生   \n",
       " 7   {\"jobId\":\"57794503\",\"recruiterName\":\"吴女士\",\"imI...                     吴女士   \n",
       " 8   {\"jobId\":\"57223711\",\"recruiterName\":\"程先生\",\"imI...                     程先生   \n",
       " 9   {\"jobId\":\"58733143\",\"recruiterName\":\"李女士\",\"imI...                     李女士   \n",
       " 10  {\"jobId\":\"46215899\",\"recruiterName\":\"戴先生\",\"imI...                     戴先生   \n",
       " 11  {\"jobId\":\"46870615\",\"recruiterName\":\"郭女士\",\"imI...                     郭女士   \n",
       " 12  {\"jobId\":\"56876529\",\"recruiterName\":\"王女士\",\"imI...                     王女士   \n",
       " 13  {\"jobId\":\"57513943\",\"recruiterName\":\"谢女士\",\"imI...                     谢女士   \n",
       " 14  {\"jobId\":\"35923437\",\"recruiterName\":\"陈女士\",\"imI...                     陈女士   \n",
       " 15  {\"jobId\":\"59317515\",\"recruiterName\":\"王女士\",\"imI...                     王女士   \n",
       " 16  {\"jobId\":\"30477665\",\"recruiterName\":\"Keli Tang...               Keli Tang   \n",
       " 17  {\"jobId\":\"45187159\",\"recruiterName\":\"宋女士\",\"imI...                     宋女士   \n",
       " 18  {\"jobId\":\"58870277\",\"recruiterName\":\"黄女士\",\"imI...                     黄女士   \n",
       " 19  {\"jobId\":\"56295007\",\"recruiterName\":\"黎先生\",\"imI...                     黎先生   \n",
       " 20  {\"jobId\":\"44978805\",\"recruiterName\":\"林先生\",\"imI...                     林先生   \n",
       " 21  {\"jobId\":\"43037645\",\"recruiterName\":\"张先生\",\"imI...                     张先生   \n",
       " 22  {\"jobId\":\"50466807\",\"recruiterName\":\"陈先生\",\"imI...                     陈先生   \n",
       " 23  {\"jobId\":\"55829685\",\"recruiterName\":\"林女士\",\"imI...                     林女士   \n",
       " 24  {\"jobId\":\"46777103\",\"recruiterName\":\"卿女士\",\"imI...                     卿女士   \n",
       " 25  {\"jobId\":\"57157157\",\"recruiterName\":\"刘先生\",\"imI...                     刘先生   \n",
       " 26  {\"jobId\":\"58584023\",\"recruiterName\":\"谢女士\",\"imI...                     谢女士   \n",
       " 27  {\"jobId\":\"59110045\",\"recruiterName\":\"贾女士\",\"imI...                     贾女士   \n",
       " 28  {\"jobId\":\"46414125\",\"recruiterName\":\"陈女士\",\"imI...                     陈女士   \n",
       " 29  {\"jobId\":\"46869011\",\"recruiterName\":\"宗先生\",\"imI...                     宗先生   \n",
       " 30  {\"jobId\":\"46659839\",\"recruiterName\":\"叶女士\",\"imI...                     叶女士   \n",
       " 31  {\"jobId\":\"45177357\",\"recruiterName\":\"孙女士\",\"imI...                     孙女士   \n",
       " 32  {\"jobId\":\"57403583\",\"recruiterName\":\"俞女士\",\"imI...                     俞女士   \n",
       " 33  {\"jobId\":\"59115121\",\"recruiterName\":\"陈女士\",\"imI...                     陈女士   \n",
       " 34  {\"jobId\":\"45327891\",\"recruiterName\":\"唐女士\",\"imI...                     唐女士   \n",
       " 35  {\"jobId\":\"55992453\",\"recruiterName\":\"郑先生\",\"imI...                     郑先生   \n",
       " 36  {\"jobId\":\"48905275\",\"recruiterName\":\"唐女士\",\"imI...                     唐女士   \n",
       " 37  {\"jobId\":\"23154709\",\"recruiterName\":\"刘女士\",\"imI...                     刘女士   \n",
       " 38  {\"jobId\":\"25415919\",\"recruiterName\":\"刘女士\",\"imI...                     刘女士   \n",
       " 39  {\"jobId\":\"31935443\",\"recruiterName\":\"邱女士\",\"imI...                     邱女士   \n",
       " \n",
       "    recruiter.recruiterTitle  recruiter.chatted  \\\n",
       " 0              人力资源伙伴(HRBP)              False   \n",
       " 1                        HR              False   \n",
       " 2                    连接器工程师              False   \n",
       " 3                HR Officer              False   \n",
       " 4                       HRM              False   \n",
       " 5                      猎头顾问              False   \n",
       " 6                    人力资源专员              False   \n",
       " 7                HR Officer              False   \n",
       " 8                      招聘专家              False   \n",
       " 9                        HR              False   \n",
       " 10                     猎头顾问              False   \n",
       " 11                     猎头顾问              False   \n",
       " 12                   人力资源专员              False   \n",
       " 13                   人力资源经理              False   \n",
       " 14                       HR              False   \n",
       " 15                  人力资源副经理              False   \n",
       " 16                     HRBP              False   \n",
       " 17                     猎头顾问              False   \n",
       " 18                   HRBP经理              False   \n",
       " 19                     招聘主管              False   \n",
       " 20                     猎头顾问              False   \n",
       " 21                      112              False   \n",
       " 22                                       False   \n",
       " 23               人力资源业务合作伙伴              False   \n",
       " 24                     猎头顾问              False   \n",
       " 25               高级医学信息沟通专员              False   \n",
       " 26                   人力资源经理              False   \n",
       " 27                recruiter              False   \n",
       " 28                     猎头顾问              False   \n",
       " 29                     猎头顾问              False   \n",
       " 30                     猎头顾问              False   \n",
       " 31                     猎头顾问              False   \n",
       " 32                       HR              False   \n",
       " 33                                       False   \n",
       " 34                     猎头顾问              False   \n",
       " 35                      HRM              False   \n",
       " 36                                       False   \n",
       " 37               Consultant              False   \n",
       " 38               Consultant              False   \n",
       " 39                   人力资源管理              False   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   52c4365602551576abcb385e72bd8d3d                    2   \n",
       " 1   6652e0af2060df2c160b5b344d4ef7b6                    2   \n",
       " 2   6f058014d3ef83122982e990dc084411                    2   \n",
       " 3   0ce6f53a162e27cc9427b88c78d2ff1f                    2   \n",
       " 4   c161b9ea744ffb27d0e00b26797bdaff                    2   \n",
       " 5   2c9e72fbdf2bd8d599eeb040770b0b48                    2   \n",
       " 6   f8a500e0eab81d475153eb2d84a8b1de                    2   \n",
       " 7   0ce6f53a162e27cc9427b88c78d2ff1f                    2   \n",
       " 8   6fa10ff6ea77d091528dabef14b76f2d                    2   \n",
       " 9   a77e3547cf3d67c4ac4acac916df0e35                    2   \n",
       " 10  25a454b754ae73fd2972004574cc2f3b                    2   \n",
       " 11  1534619dd0cbc81597cd4b0530f9e3f9                    2   \n",
       " 12  24c1cab13ef9bc2e801c17c79e240538                    2   \n",
       " 13  fb94d0eef421593a509db46caffb89c7                    2   \n",
       " 14  18f5af2ced812a43d6a9d1214a39013b                    2   \n",
       " 15  fb316ba4a4eb308e6172c091f854d35c                    2   \n",
       " 16  edbe6a7c4ed9d6e5aaa70b13e477f173                    2   \n",
       " 17  37476b87b3e233679f90a7bcfdb96d0e                    2   \n",
       " 18  556085ce1cfb1ea84c7b9da341e06feb                    2   \n",
       " 19  beff7093463e459a613348042573671f                    2   \n",
       " 20  d9615c119bb132bd55a0b6511a508218                    2   \n",
       " 21  bd0efb08acc7704271de52c3bc0b6279                    2   \n",
       " 22  feaaf399e43a569d29323863fa1c0b93                    2   \n",
       " 23  7b8081a6d08696bafaf1d0d00bd33fc5                    2   \n",
       " 24  53c8427ff462afc6eb206e660be18459                    2   \n",
       " 25  d4cc4bca17cae276aefc9b4a2bd8879c                    2   \n",
       " 26  fb94d0eef421593a509db46caffb89c7                    2   \n",
       " 27  f66b91de2a4984d02980490a0cdf2257                    2   \n",
       " 28  cdd38888643756d4ef38cb0ce6f46cd7                    2   \n",
       " 29  69edf10a357b33f7bd1f3cfaeaaa47e3                    2   \n",
       " 30  06f4df96b4c6fd1861a8485668ee84be                    2   \n",
       " 31  9cfdabc8878349689809d03804875792                    2   \n",
       " 32  927752d28c878e66e4cd5c055e1e05ce                    2   \n",
       " 33  767685575712890413dd84912f51618a                    2   \n",
       " 34  73f267275bfde46ce68ea511f8a9efc5                    2   \n",
       " 35  ecb69f58b8af2fa07bed4a56d1662c8b                    2   \n",
       " 36  9e5b45289ab5581e337193710fe42056                    2   \n",
       " 37  b76b2be27ab4a4746042c177f0a1d2b1                    2   \n",
       " 38  b76b2be27ab4a4746042c177f0a1d2b1                    2   \n",
       " 39  d458df6acc9507089941166e65ebdb6f                    2   \n",
       " \n",
       "                recruiter.recruiterId          recruiter.recruiterPhoto  \\\n",
       " 0   4e54ac2e3b974628242a21c338b47b91   5f8f986aea60860b75384fab08u.jpg   \n",
       " 1   df48f523e5944ace2bb2cd8f0cba2241   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 2   dabc492e5cee942eda33e09d1e97f821   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 3   14799e1bef289c70aa9b550257de7ea8   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 4   74207202b9a1882cbe061eb681f898fc   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 5   e2bbf25c0098de6f7ef83d3cb1f32d26   6231b0d9da1d3077a00fb14c01u.png   \n",
       " 6   5445ba45a2189a2b1a078f176245fc3b   5f8f986aea60860b75384fab08u.jpg   \n",
       " 7   14799e1bef289c70aa9b550257de7ea8   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 8   1147dd557533b4567e1472c76bc04ebd   63a46574fd38b10039f0b94b05u.png   \n",
       " 9   32232aca46ec9ae7890a5a15a8902e2f   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 10  6ead9a9d40a95e1521ca53f73fa20618   5f8fa3a6f6d1ab58476f322808u.png   \n",
       " 11  69b90c10c8cbeac8da05e8d349eaf13a   628e2c897f51e2499cd1bfbf04u.jpg   \n",
       " 12  57a52ed73fed146b4c632be0178bfd3f   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 13  ccfed7449a759b2cf7778dde1bad5db7   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 14  7f371db882206fccd2bdf1809a52d3e6   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 15  f0d591207ba759dbe49ae2b73366ae8c   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 16  8d90c26ed477481c5bfe988e1b72f121   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 17  375a1dfe17607510a0693c119d820cfb   6100c9081d756a75997a266703u.jpg   \n",
       " 18  1b2d3c696b09ca69b0e5f3264419b081   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 19  ed79e9abb562c2c2e3f3af8aab9ad0d7   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 20  ec2448066ad5cdf94f25083a3243b675   62f7aab56555120790d6013103u.png   \n",
       " 21  80a35acbf6b5573c5c8cd7b9f6ba8101   5f8f986aea60860b75384fab08u.jpg   \n",
       " 22  3466dbf14ff3a1923d3d8a2c8cd5b370   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 23  308332da68f592edf82050c4b8bff969   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 24  aca7c12a2f1b104743312380a6f25054   62a84fdfe9fa0e1ff408683002u.png   \n",
       " 25  22ab2b1a88769c3259935c280d474240   5f8f986aea60860b75384fab08u.jpg   \n",
       " 26  ccfed7449a759b2cf7778dde1bad5db7   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 27  869f1f21925b089fde2defcdfeb21fba   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 28  2c100205c7eb2c028df3dac679d77fed   6400c9110fa75b6cd95be96806u.png   \n",
       " 29  056815c015a3c3b4455d9756fea9d2c0   648182a39830432e905baf2d04u.png   \n",
       " 30  0cb2b2501029d509e8cdea777f766f0c   637c93b834e8df2c1c647b1602u.png   \n",
       " 31  47227c6fbfcd952686963be95b15422d  6321be3095ee1c04143439eb01u.jpeg   \n",
       " 32  77ca96ebd1c0d4c9b55b81912526b943   601baaab60c8320221e3c1d902u.png   \n",
       " 33  0f80a6460fa3a5f3c33c5fd0dac95307   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 34  1d96d00cfe919fa26a1adf5987777a35   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 35  71e39b9fa38c7913909ac669ef10aa84   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 36  69bf0604ae10eb243f03c06e2c7db374   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 37  e8c70da123d6c7e1efcb8675c412f368   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 38  e8c70da123d6c7e1efcb8675c412f368   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 39  2b6b0643bf65c612313162312f0bffed   62903e4ce4c190153f6f304c06u.jpg   \n",
       " \n",
       "    comp.compStage  ...  job.dq  job.refreshTime job.pcOuterLink  \\\n",
       " 0              B轮  ...      广州   20230621091013                   \n",
       " 1           融资未公开  ...  广州-天河区   20230616103702                   \n",
       " 2             NaN  ...  广州-南沙区   20230620093052                   \n",
       " 3             NaN  ...  广州-天河区   20230621113158                   \n",
       " 4             NaN  ...  广州-番禺区   20230410215438                   \n",
       " 5             已上市  ...      广州   20230624101138             NaN   \n",
       " 6             已上市  ...  广州-越秀区   20230428143658                   \n",
       " 7             NaN  ...  广州-天河区   20230621113158                   \n",
       " 8              D轮  ...      广州   20230620082118                   \n",
       " 9             NaN  ...      广州   20230619103414                   \n",
       " 10          融资未公开  ...  广州-天河区   20230608172448             NaN   \n",
       " 11            已上市  ...      广州   20230609172939             NaN   \n",
       " 12            NaN  ...  广州-天河区   20230624105147                   \n",
       " 13            NaN  ...  广州-天河区   20230619115334                   \n",
       " 14          融资未公开  ...      广州   20230602115342                   \n",
       " 15         沪深A股上市  ...  广州-番禺区   20230614105714                   \n",
       " 16            NaN  ...  广州-越秀区   20230616173005                   \n",
       " 17          融资未公开  ...      广州   20230411142619             NaN   \n",
       " 18            NaN  ...  广州-白云区   20230607171157                   \n",
       " 19         沪深A股上市  ...  广州-天河区   20230221094711                   \n",
       " 20          融资未公开  ...      广州   20230413114524             NaN   \n",
       " 21             其他  ...      广州   20210913204744                   \n",
       " 22            NaN  ...  广州-天河区   20221116184947                   \n",
       " 23            NaN  ...  广州-天河区   20230206112123                   \n",
       " 24            已上市  ...      广州   20230607104618             NaN   \n",
       " 25           港股上市  ...  广州-越秀区   20230321153342                   \n",
       " 26            NaN  ...  广州-天河区   20230619115334                   \n",
       " 27           美股上市  ...  广州-白云区   20230606111659                   \n",
       " 28          融资未公开  ...      广州   20230524161531             NaN   \n",
       " 29          融资未公开  ...      广州   20230609165939             NaN   \n",
       " 30          融资未公开  ...      广州   20230602143605             NaN   \n",
       " 31          融资未公开  ...      广州   20230621104001             NaN   \n",
       " 32            已上市  ...  广州-番禺区   20230329180701                   \n",
       " 33          融资未公开  ...  广州-黄埔区   20230606134705                   \n",
       " 34            NaN  ...  广州-海珠区   20230425143147             NaN   \n",
       " 35            NaN  ...  广州-白云区   20230520104442                   \n",
       " 36            已上市  ...  广州-天河区   20220928174530                   \n",
       " 37            NaN  ...  广州-天河区   20200728103437                   \n",
       " 38            NaN  ...      广州   20210615114605                   \n",
       " 39          科创板上市  ...  广州-海珠区   20200921191755                   \n",
       " \n",
       "    job.h5OuterLink job.jobKind                                     job.link  \\\n",
       " 0                            2  https://www.liepin.com/job/1956376837.shtml   \n",
       " 1                            2  https://www.liepin.com/job/1958956493.shtml   \n",
       " 2                            2  https://www.liepin.com/job/1933787845.shtml   \n",
       " 3                            2  https://www.liepin.com/job/1950965433.shtml   \n",
       " 4                            2  https://www.liepin.com/job/1957679297.shtml   \n",
       " 5              NaN           1      https://www.liepin.com/a/46856955.shtml   \n",
       " 6                            2  https://www.liepin.com/job/1958215521.shtml   \n",
       " 7                            2  https://www.liepin.com/job/1957794503.shtml   \n",
       " 8                            2  https://www.liepin.com/job/1957223711.shtml   \n",
       " 9                            2  https://www.liepin.com/job/1958733143.shtml   \n",
       " 10             NaN           1      https://www.liepin.com/a/46215899.shtml   \n",
       " 11             NaN           1      https://www.liepin.com/a/46870615.shtml   \n",
       " 12                           2  https://www.liepin.com/job/1956876529.shtml   \n",
       " 13                           2  https://www.liepin.com/job/1957513943.shtml   \n",
       " 14                           2  https://www.liepin.com/job/1935923437.shtml   \n",
       " 15                           2  https://www.liepin.com/job/1959317515.shtml   \n",
       " 16                           2  https://www.liepin.com/job/1930477665.shtml   \n",
       " 17             NaN           1      https://www.liepin.com/a/45187159.shtml   \n",
       " 18                           2  https://www.liepin.com/job/1958870277.shtml   \n",
       " 19                           2  https://www.liepin.com/job/1956295007.shtml   \n",
       " 20             NaN           1      https://www.liepin.com/a/44978805.shtml   \n",
       " 21                           2  https://www.liepin.com/job/1943037645.shtml   \n",
       " 22                           2  https://www.liepin.com/job/1950466807.shtml   \n",
       " 23                           2  https://www.liepin.com/job/1955829685.shtml   \n",
       " 24             NaN           1      https://www.liepin.com/a/46777103.shtml   \n",
       " 25                           2  https://www.liepin.com/job/1957157157.shtml   \n",
       " 26                           2  https://www.liepin.com/job/1958584023.shtml   \n",
       " 27                           2  https://www.liepin.com/job/1959110045.shtml   \n",
       " 28             NaN           1      https://www.liepin.com/a/46414125.shtml   \n",
       " 29             NaN           1      https://www.liepin.com/a/46869011.shtml   \n",
       " 30             NaN           1      https://www.liepin.com/a/46659839.shtml   \n",
       " 31             NaN           1      https://www.liepin.com/a/45177357.shtml   \n",
       " 32                           2  https://www.liepin.com/job/1957403583.shtml   \n",
       " 33                           2  https://www.liepin.com/job/1959115121.shtml   \n",
       " 34             NaN           1      https://www.liepin.com/a/45327891.shtml   \n",
       " 35                           2  https://www.liepin.com/job/1955992453.shtml   \n",
       " 36                           2  https://www.liepin.com/job/1948905275.shtml   \n",
       " 37                           2  https://www.liepin.com/job/1923154709.shtml   \n",
       " 38                           2  https://www.liepin.com/job/1925415919.shtml   \n",
       " 39                           2  https://www.liepin.com/job/1931935443.shtml   \n",
       " \n",
       "    job.requireEduLevel job.requireWorkYears job.advViewFlag  \\\n",
       " 0                   本科                 3-5年            True   \n",
       " 1                   硕士                5-10年            True   \n",
       " 2                   大专                 3-5年            True   \n",
       " 3                   硕士                 3-5年           False   \n",
       " 4                   本科                 3-5年           False   \n",
       " 5                 统招本科                 经验不限           False   \n",
       " 6                 统招本科                 1-3年           False   \n",
       " 7                   本科                 3-5年           False   \n",
       " 8                   本科                 经验不限           False   \n",
       " 9                 统招本科                5-10年           False   \n",
       " 10               本科及以上                5-10年           False   \n",
       " 11               本科及以上                 3-5年           False   \n",
       " 12                  本科                5-10年           False   \n",
       " 13                  本科                 3-5年           False   \n",
       " 14                  硕士                 3-5年           False   \n",
       " 15                统招本科                 3-5年           False   \n",
       " 16                  硕士                5-10年           False   \n",
       " 17               本科及以上                5-10年           False   \n",
       " 18                  本科                5-10年           False   \n",
       " 19                  本科                 3-5年           False   \n",
       " 20                学历不限                 经验不限           False   \n",
       " 21                  本科                 3-5年           False   \n",
       " 22                  本科                 3-5年           False   \n",
       " 23                  本科                5-10年           False   \n",
       " 24                统招本科                 经验不限           False   \n",
       " 25                  硕士                 1-3年           False   \n",
       " 26                  本科                5-10年           False   \n",
       " 27                统招本科                5-10年           False   \n",
       " 28                统招本科                5-10年           False   \n",
       " 29                统招本科                10年以上           False   \n",
       " 30                统招本科                 3-5年           False   \n",
       " 31               本科及以上                 1-3年           False   \n",
       " 32                  本科                 3-5年           False   \n",
       " 33                统招本科                5-10年           False   \n",
       " 34               本科及以上                5-10年           False   \n",
       " 35                  本科                5-10年           False   \n",
       " 36                  本科                5-10年           False   \n",
       " 37                  本科                5-10年           False   \n",
       " 38                统招本科                 3-5年           False   \n",
       " 39                  本科                 3-5年           False   \n",
       " \n",
       "                                        job.dataPromId  \n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"jobKind\":\"2\",\"jobId\":\"56376837\",\"recruiterNa...   \n",
       " 1   {\"jobKind\":\"2\",\"jobId\":\"58956493\",\"recruiterNa...   \n",
       " 2   {\"jobKind\":\"2\",\"jobId\":\"33787845\",\"recruiterNa...   \n",
       " 3   {\"jobKind\":\"2\",\"jobId\":\"50965433\",\"recruiterNa...   \n",
       " 4   {\"jobKind\":\"2\",\"jobId\":\"57679297\",\"recruiterNa...   \n",
       " 5   {\"jobKind\":\"1\",\"jobId\":\"46856955\",\"recruiterNa...   \n",
       " 6   {\"jobKind\":\"2\",\"jobId\":\"58215521\",\"recruiterNa...   \n",
       " 7   {\"jobKind\":\"2\",\"jobId\":\"57794503\",\"recruiterNa...   \n",
       " 8   {\"jobKind\":\"2\",\"jobId\":\"57223711\",\"recruiterNa...   \n",
       " 9   {\"jobKind\":\"2\",\"jobId\":\"58733143\",\"recruiterNa...   \n",
       " 10  {\"jobKind\":\"1\",\"jobId\":\"46215899\",\"recruiterNa...   \n",
       " 11  {\"jobKind\":\"1\",\"jobId\":\"46870615\",\"recruiterNa...   \n",
       " 12  {\"jobKind\":\"2\",\"jobId\":\"56876529\",\"recruiterNa...   \n",
       " 13  {\"jobKind\":\"2\",\"jobId\":\"57513943\",\"recruiterNa...   \n",
       " 14  {\"jobKind\":\"2\",\"jobId\":\"35923437\",\"recruiterNa...   \n",
       " 15  {\"jobKind\":\"2\",\"jobId\":\"59317515\",\"recruiterNa...   \n",
       " 16  {\"jobKind\":\"2\",\"jobId\":\"30477665\",\"recruiterNa...   \n",
       " 17  {\"jobKind\":\"1\",\"jobId\":\"45187159\",\"recruiterNa...   \n",
       " 18  {\"jobKind\":\"2\",\"jobId\":\"58870277\",\"recruiterNa...   \n",
       " 19  {\"jobKind\":\"2\",\"jobId\":\"56295007\",\"recruiterNa...   \n",
       " 20  {\"jobKind\":\"1\",\"jobId\":\"44978805\",\"recruiterNa...   \n",
       " 21  {\"jobKind\":\"2\",\"jobId\":\"43037645\",\"recruiterNa...   \n",
       " 22  {\"jobKind\":\"2\",\"jobId\":\"50466807\",\"recruiterNa...   \n",
       " 23  {\"jobKind\":\"2\",\"jobId\":\"55829685\",\"recruiterNa...   \n",
       " 24  {\"jobKind\":\"1\",\"jobId\":\"46777103\",\"recruiterNa...   \n",
       " 25  {\"jobKind\":\"2\",\"jobId\":\"57157157\",\"recruiterNa...   \n",
       " 26  {\"jobKind\":\"2\",\"jobId\":\"58584023\",\"recruiterNa...   \n",
       " 27  {\"jobKind\":\"2\",\"jobId\":\"59110045\",\"recruiterNa...   \n",
       " 28  {\"jobKind\":\"1\",\"jobId\":\"46414125\",\"recruiterNa...   \n",
       " 29  {\"jobKind\":\"1\",\"jobId\":\"46869011\",\"recruiterNa...   \n",
       " 30  {\"jobKind\":\"1\",\"jobId\":\"46659839\",\"recruiterNa...   \n",
       " 31  {\"jobKind\":\"1\",\"jobId\":\"45177357\",\"recruiterNa...   \n",
       " 32  {\"jobKind\":\"2\",\"jobId\":\"57403583\",\"recruiterNa...   \n",
       " 33  {\"jobKind\":\"2\",\"jobId\":\"59115121\",\"recruiterNa...   \n",
       " 34  {\"jobKind\":\"1\",\"jobId\":\"45327891\",\"recruiterNa...   \n",
       " 35  {\"jobKind\":\"2\",\"jobId\":\"55992453\",\"recruiterNa...   \n",
       " 36  {\"jobKind\":\"2\",\"jobId\":\"48905275\",\"recruiterNa...   \n",
       " 37  {\"jobKind\":\"2\",\"jobId\":\"23154709\",\"recruiterNa...   \n",
       " 38  {\"jobKind\":\"2\",\"jobId\":\"25415919\",\"recruiterNa...   \n",
       " 39  {\"jobKind\":\"2\",\"jobId\":\"31935443\",\"recruiterNa...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 1   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 2   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 3   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 4   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 5   %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 6   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 7   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 8   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 9   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 10  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 11  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 12  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 13  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 14  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 15  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 16  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 17  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 18  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 19  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 20  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 21  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 22  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 23  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 24  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 25  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 26  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 27  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 28  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 29  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 30  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 31  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 32  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 33  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 34  %7B%22jobKind%22%3A%221%22%2C%22jobId%22%3A%22...   \n",
       " 35  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 36  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 37  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 38  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " 39  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       " \n",
       "                                            job.labels job.jobKind job.jobId  \\\n",
       " 0   [客户端产品, 工具产品, 供应链产品, 基金产品, IT互联网, 金融理财/贷款, to ...           2  56376837   \n",
       " 1                                                  []           2  58956493   \n",
       " 2                                                  []           2  33787845   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...           2  50965433   \n",
       " 4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]           2  57679297   \n",
       " 5                                [中央市场产品经理经验, 区域推广经验]           1  46856955   \n",
       " 6                                            [神外, 医生]           2  58215521   \n",
       " 7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...           2  57794503   \n",
       " 8   [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 交互设计, 市...           2  57223711   \n",
       " 9                                                  []           2  58733143   \n",
       " 10                                             [游戏行业]           1  46215899   \n",
       " 11                                   [产品设计, AI人工智能产品]           1  46870615   \n",
       " 12                                                 []           2  56876529   \n",
       " 13                                                 []           2  57513943   \n",
       " 14                                                 []           2  35923437   \n",
       " 15  [AI人工智能产品, 内容产品, 商业产品, 人工智能, to C, IT互联网, to G...           2  59317515   \n",
       " 16  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...           2  30477665   \n",
       " 17                                   [化妆品, 消费品, 产品开发]           1  45187159   \n",
       " 18                       [产品策略, 爆品, 母婴, 美妆, 产品策划, 电商]           2  58870277   \n",
       " 19  [策略产品, 平台产品, 数据产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...           2  56295007   \n",
       " 20                                             [to C]           1  44978805   \n",
       " 21                                                 []           2  43037645   \n",
       " 22                                 [商品管理, 产品企划, 商品运营]           2  50466807   \n",
       " 23                                                 []           2  55829685   \n",
       " 24                                             [医院器械]           1  46777103   \n",
       " 25                                             [泌尿外科]           2  57157157   \n",
       " 26                                                 []           2  58584023   \n",
       " 27                                                 []           2  59110045   \n",
       " 28                                             [to C]           1  46414125   \n",
       " 29                                                 []           1  46869011   \n",
       " 30                                      [游戏产品, MMO游戏]           1  46659839   \n",
       " 31                                 [市场营销, 产品管理, 产品开发]           1  45177357   \n",
       " 32  [CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, 服务业, 批发/零售, I...           2  57403583   \n",
       " 33                       [市场洞察, 拓展培训, 团队管理, 销售管理, 出差]           2  59115121   \n",
       " 34                                                 []           1  45327891   \n",
       " 35                                             [品牌策划]           2  55992453   \n",
       " 36                                [产品优化, 二次元在研, 项目管理]           2  48905275   \n",
       " 37                                                 []           2  23154709   \n",
       " 38                                             [增长产品]           2  25415919   \n",
       " 39                                             [数据分析]           2  31935443   \n",
       " \n",
       "                                        job.title  job.salary  job.dq  \\\n",
       " 0                               C端高级产品经理(J10043)  15-30k·15薪      广州   \n",
       " 1                      Product Marketing Manager  18-25k·14薪  广州-天河区   \n",
       " 2                                     项目管理PM(广州)  10-20k·14薪  广州-南沙区   \n",
       " 3                    产品经理（化妆品原料）/Product Manager        薪资面议  广州-天河区   \n",
       " 4                            产品经理Product Manager      20-25k  广州-番禺区   \n",
       " 5                                   产品经理PM（化药针剂）  25-30k·14薪      广州   \n",
       " 6                 神外产品销售经理 Product Sales Manager  12-15k·15薪  广州-越秀区   \n",
       " 7                              助理产品经理（化妆品原料）/APM        薪资面议  广州-天河区   \n",
       " 8                                   自动驾驶（硬件）产品经理  25-40k·15薪      广州   \n",
       " 9                                           产品经理        薪资面议      广州   \n",
       " 10                                  高级产品PM（ARPG）  20-35k·14薪  广州-天河区   \n",
       " 11                                      AI营销产品经理      12-24k      广州   \n",
       " 12                    Automation Product Manager  20-40k·13薪  广州-天河区   \n",
       " 13   Assistant Product Manager / Product Manager  15-25k·13薪  广州-天河区   \n",
       " 14                                  产品经理（工业消洗产品）      12-30k      广州   \n",
       " 15                                    AIGC营销产品经理      20-35k  广州-番禺区   \n",
       " 16                                          产品经理  18-40k·14薪  广州-越秀区   \n",
       " 17  Assistant Product Manager / Product Manager   18-30k·13薪      广州   \n",
       " 18                                        产品策划经理      18-30k  广州-白云区   \n",
       " 19                                 产品经理（企业数字化转型）       6-10k  广州-天河区   \n",
       " 20                          eWMS Product Manager  20-40k·15薪      广州   \n",
       " 21                                        数码产品经理        薪资面议      广州   \n",
       " 22                         产品经理-产品企划（鞋类）(J13091)  14-28k·16薪  广州-天河区   \n",
       " 23                             产品经理-产品企划(J13606)      15-25k  广州-天河区   \n",
       " 24                                     市场经理/产品经理  30-40k·15薪      广州   \n",
       " 25                                        医药产品经理  25-30k·14薪  广州-越秀区   \n",
       " 26                        Senior Product Manager  20-30k·13薪  广州-天河区   \n",
       " 27                     百度云工业AI质检业务运营产品经理(J58857)  20-40k·16薪  广州-白云区   \n",
       " 28                          eWMS Product Manager  30-50k·14薪      广州   \n",
       " 29                                          产品经理  20-25k·16薪      广州   \n",
       " 30                                游戏高级美术PM（大厂正编）  20-35k·16薪      广州   \n",
       " 31                              Product Manager       25-30k      广州   \n",
       " 32                        CRM实施顾问&项目经理PM(J12971)      11-22k  广州-番禺区   \n",
       " 33                            微生物检测产品经理（制药行业/双休）  15-20k·16薪  广州-黄埔区   \n",
       " 34                                        硬件产品经理  30-50k·14薪  广州-海珠区   \n",
       " 35                                        产品策划经理      15-25k  广州-白云区   \n",
       " 36                        项目发行PM（二次元） (MJ000855)  20-28k·13薪  广州-天河区   \n",
       " 37                                        数字营销PM        薪资面议  广州-天河区   \n",
       " 38                                          活动PM        薪资面议      广州   \n",
       " 39                                          游戏PM  15-30k·13薪  广州-海珠区   \n",
       " \n",
       "    job.refreshTime  job.topJob  ...  recruiter.chatted  \\\n",
       " 0   20230621091013        True  ...              False   \n",
       " 1   20230616103702        True  ...              False   \n",
       " 2   20230620093052        True  ...              False   \n",
       " 3   20230621113158       False  ...              False   \n",
       " 4   20230410215438       False  ...              False   \n",
       " 5   20230624101138       False  ...              False   \n",
       " 6   20230428143658       False  ...              False   \n",
       " 7   20230621113158       False  ...              False   \n",
       " 8   20230620082118       False  ...              False   \n",
       " 9   20230619103414       False  ...              False   \n",
       " 10  20230608172448       False  ...              False   \n",
       " 11  20230609172939       False  ...              False   \n",
       " 12  20230624105147       False  ...              False   \n",
       " 13  20230619115334       False  ...              False   \n",
       " 14  20230602115342       False  ...              False   \n",
       " 15  20230614105714       False  ...              False   \n",
       " 16  20230616173005       False  ...              False   \n",
       " 17  20230411142619       False  ...              False   \n",
       " 18  20230607171157       False  ...              False   \n",
       " 19  20230221094711       False  ...              False   \n",
       " 20  20230413114524       False  ...              False   \n",
       " 21  20210913204744       False  ...              False   \n",
       " 22  20221116184947       False  ...              False   \n",
       " 23  20230206112123       False  ...              False   \n",
       " 24  20230607104618       False  ...              False   \n",
       " 25  20230321153342       False  ...              False   \n",
       " 26  20230619115334       False  ...              False   \n",
       " 27  20230606111659       False  ...              False   \n",
       " 28  20230524161531       False  ...              False   \n",
       " 29  20230609165939       False  ...              False   \n",
       " 30  20230602143605       False  ...              False   \n",
       " 31  20230621104001       False  ...              False   \n",
       " 32  20230329180701       False  ...              False   \n",
       " 33  20230606134705       False  ...              False   \n",
       " 34  20230425143147       False  ...              False   \n",
       " 35  20230520104442       False  ...              False   \n",
       " 36  20220928174530       False  ...              False   \n",
       " 37  20200728103437       False  ...              False   \n",
       " 38  20210615114605       False  ...              False   \n",
       " 39  20200921191755       False  ...              False   \n",
       " \n",
       "                recruiter.recruiterId          recruiter.recruiterPhoto  \\\n",
       " 0   4e54ac2e3b974628242a21c338b47b91   5f8f986aea60860b75384fab08u.jpg   \n",
       " 1   df48f523e5944ace2bb2cd8f0cba2241   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 2   dabc492e5cee942eda33e09d1e97f821   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 3   14799e1bef289c70aa9b550257de7ea8   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 4   74207202b9a1882cbe061eb681f898fc   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 5   e2bbf25c0098de6f7ef83d3cb1f32d26   6231b0d9da1d3077a00fb14c01u.png   \n",
       " 6   5445ba45a2189a2b1a078f176245fc3b   5f8f986aea60860b75384fab08u.jpg   \n",
       " 7   14799e1bef289c70aa9b550257de7ea8   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 8   1147dd557533b4567e1472c76bc04ebd   63a46574fd38b10039f0b94b05u.png   \n",
       " 9   32232aca46ec9ae7890a5a15a8902e2f   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 10  6ead9a9d40a95e1521ca53f73fa20618   5f8fa3a6f6d1ab58476f322808u.png   \n",
       " 11  69b90c10c8cbeac8da05e8d349eaf13a   628e2c897f51e2499cd1bfbf04u.jpg   \n",
       " 12  57a52ed73fed146b4c632be0178bfd3f   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 13  ccfed7449a759b2cf7778dde1bad5db7   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 14  7f371db882206fccd2bdf1809a52d3e6   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 15  f0d591207ba759dbe49ae2b73366ae8c   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 16  8d90c26ed477481c5bfe988e1b72f121   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 17  375a1dfe17607510a0693c119d820cfb   6100c9081d756a75997a266703u.jpg   \n",
       " 18  1b2d3c696b09ca69b0e5f3264419b081   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 19  ed79e9abb562c2c2e3f3af8aab9ad0d7   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 20  ec2448066ad5cdf94f25083a3243b675   62f7aab56555120790d6013103u.png   \n",
       " 21  80a35acbf6b5573c5c8cd7b9f6ba8101   5f8f986aea60860b75384fab08u.jpg   \n",
       " 22  3466dbf14ff3a1923d3d8a2c8cd5b370   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 23  308332da68f592edf82050c4b8bff969   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 24  aca7c12a2f1b104743312380a6f25054   62a84fdfe9fa0e1ff408683002u.png   \n",
       " 25  22ab2b1a88769c3259935c280d474240   5f8f986aea60860b75384fab08u.jpg   \n",
       " 26  ccfed7449a759b2cf7778dde1bad5db7   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 27  869f1f21925b089fde2defcdfeb21fba   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 28  2c100205c7eb2c028df3dac679d77fed   6400c9110fa75b6cd95be96806u.png   \n",
       " 29  056815c015a3c3b4455d9756fea9d2c0   648182a39830432e905baf2d04u.png   \n",
       " 30  0cb2b2501029d509e8cdea777f766f0c   637c93b834e8df2c1c647b1602u.png   \n",
       " 31  47227c6fbfcd952686963be95b15422d  6321be3095ee1c04143439eb01u.jpeg   \n",
       " 32  77ca96ebd1c0d4c9b55b81912526b943   601baaab60c8320221e3c1d902u.png   \n",
       " 33  0f80a6460fa3a5f3c33c5fd0dac95307   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 34  1d96d00cfe919fa26a1adf5987777a35   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 35  71e39b9fa38c7913909ac669ef10aa84   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 36  69bf0604ae10eb243f03c06e2c7db374   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 37  e8c70da123d6c7e1efcb8675c412f368   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 38  e8c70da123d6c7e1efcb8675c412f368   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 39  2b6b0643bf65c612313162312f0bffed   62903e4ce4c190153f6f304c06u.jpg   \n",
       " \n",
       "    comp.compStage                    comp.compLogo comp.compId  \\\n",
       " 0              B轮  5e38f3e729d83a67544619cd08u.jpg   9954019.0   \n",
       " 1           融资未公开  648fbf95b7732f1e292621c406u.png   7977404.0   \n",
       " 2             NaN  5bfe982174719df0ac995ebc03a.png   7892168.0   \n",
       " 3             NaN  6274ee6d04a5ff469b10880402u.png   8112968.0   \n",
       " 4             NaN  61b07937d0458d53c627567e02u.jpg  13315477.0   \n",
       " 5             已上市  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 6             已上市  5bfe9d4974719d2aa34b5ab303a.png   7023768.0   \n",
       " 7             NaN  6274ee6d04a5ff469b10880402u.png   8112968.0   \n",
       " 8              D轮  60a497de907306298575785f03u.png   9491766.0   \n",
       " 9             NaN  5fdc38169b3439706a19fd5901u.png   8094471.0   \n",
       " 10          融资未公开  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 11            已上市  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 12            NaN  5952237b7032381b6822192505a.jpg   8506529.0   \n",
       " 13            NaN  555c2acba3109367c320a8c601a.png   2061455.0   \n",
       " 14          融资未公开  5bfe8edd74719d35745a548603a.png   7932064.0   \n",
       " 15         沪深A股上市  5bfe9d9f74719d2aa34b6af203a.png   9146475.0   \n",
       " 16            NaN  59dc78457832e11b880f044c05a.png   9283329.0   \n",
       " 17          融资未公开  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 18            NaN  5f30a76e556e7a7b1280cc3006u.png   9660700.0   \n",
       " 19         沪深A股上市  5cc116c89fae687d43343d7308u.png   7863327.0   \n",
       " 20          融资未公开  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 21             其他  5bfe92c174719d9f609a7b9603a.png   2664546.0   \n",
       " 22            NaN  628c584cb244352e0e92248608u.png  13032765.0   \n",
       " 23            NaN  628c584cb244352e0e92248608u.png  13032765.0   \n",
       " 24            已上市  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 25           港股上市  5bfe916674719d35745ad29703a.png   8275623.0   \n",
       " 26            NaN  555c2acba3109367c320a8c601a.png   2061455.0   \n",
       " 27           美股上市  5bfe93af74719d9f609aaaef03a.png    884492.0   \n",
       " 28          融资未公开  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 29          融资未公开  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 30          融资未公开  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 31          融资未公开  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 32            已上市  5ed700f4ec4db462f82e4ddf01u.png   8361671.0   \n",
       " 33          融资未公开  5bfe8edd74719d35745a548603a.png   7932064.0   \n",
       " 34            NaN  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 35            NaN  5f30a76e556e7a7b1280cc3006u.png   9660700.0   \n",
       " 36            已上市  5ff42565bebf7311a41e860005u.png    803274.0   \n",
       " 37            NaN  5bfea15d74719d2aa34c24f803a.png   6629285.0   \n",
       " 38            NaN  5bfea15d74719d2aa34c24f803a.png   6629285.0   \n",
       " 39          科创板上市  616e7903bbe0bb0ec5705fe401u.png   8307104.0   \n",
       " \n",
       "    comp.compIndustry comp.compScale     comp.compName  \\\n",
       " 0           基金/证券/期货       100-499人              盈米基金   \n",
       " 1              批发/零售       500-999人    卡尔蔡司光学(广州)有限公司   \n",
       " 2        电子/半导体/集成电路       10000人以上              得意电子   \n",
       " 3             贸易/进出口         50-99人              仙婷集团   \n",
       " 4               IT服务       100-499人    广州市新目标电子商务有限公司   \n",
       " 5            制药/生物工程       10000人以上          大型制药集团公司   \n",
       " 6                 制药       10000人以上            复星医药集团   \n",
       " 7             贸易/进出口         50-99人              仙婷集团   \n",
       " 8               人工智能       100-499人        文远知行WeRide   \n",
       " 9            办公用品/设备       500-999人           辉柏嘉(中国)   \n",
       " 10             计算机软件       10000人以上      某广州大型计算机软件公司   \n",
       " 11          广告/公关/会展       100-499人   某广州广告/公关/会展上市公司   \n",
       " 12              医疗器械    5000-10000人               丹纳赫   \n",
       " 13                日化       500-999人              曼秀雷敦   \n",
       " 14                制药       100-499人     广东环凯微生物科技有限公司   \n",
       " 15          广告/公关/会展       100-499人  广东因赛品牌营销集团股份有限公司   \n",
       " 16            专业技术服务          1-49人      即能科技(广州)有限公司   \n",
       " 17                日化     2000-5000人         某国内大型日化公司   \n",
       " 18               互联网     1000-2000人      嫚熙控股(广州)有限公司   \n",
       " 19              通信设备    5000-10000人              润建股份   \n",
       " 20          食品/饮料/酒水       10000人以上   某广州大型食品/饮料/酒水公司   \n",
       " 21             计算机软件     2000-5000人              汇丰软件   \n",
       " 22          服装/纺织/皮革     2000-5000人             斯凯奇中国   \n",
       " 23          服装/纺织/皮革     2000-5000人             斯凯奇中国   \n",
       " 24              医疗器械       500-999人       某北京医疗器械上市公司   \n",
       " 25                制药     2000-5000人              康方生物   \n",
       " 26                日化       500-999人              曼秀雷敦   \n",
       " 27               互联网       10000人以上             Baidu   \n",
       " 28                日化       10000人以上         某广州大型日化公司   \n",
       " 29           电气机械/器材       100-499人      某天津电气机械/器材公司   \n",
       " 30             计算机软件       10000人以上      某广州大型计算机软件公司   \n",
       " 31                日化     2000-5000人        某国内大型快消品公司   \n",
       " 32               互联网       10000人以上    上海汉得信息技术股份有限公司   \n",
       " 33                制药       100-499人     广东环凯微生物科技有限公司   \n",
       " 34           电气机械/器材          1-49人      某广州电气机械/器材公司   \n",
       " 35               互联网     1000-2000人      嫚熙控股(广州)有限公司   \n",
       " 36                游戏       500-999人              广州百田   \n",
       " 37              IT服务     2000-5000人         恩梯梯数据(中国)   \n",
       " 38              IT服务     2000-5000人         恩梯梯数据(中国)   \n",
       " 39                游戏     1000-2000人      英雄互娱科技股份有限公司   \n",
       " \n",
       "                                    comp.link  \n",
       " 0    https://www.liepin.com/company/9954019/  \n",
       " 1    https://www.liepin.com/company/7977404/  \n",
       " 2    https://www.liepin.com/company/7892168/  \n",
       " 3    https://www.liepin.com/company/8112968/  \n",
       " 4   https://www.liepin.com/company/13315477/  \n",
       " 5                                             \n",
       " 6    https://www.liepin.com/company/7023768/  \n",
       " 7    https://www.liepin.com/company/8112968/  \n",
       " 8    https://www.liepin.com/company/9491766/  \n",
       " 9    https://www.liepin.com/company/8094471/  \n",
       " 10                                            \n",
       " 11                                            \n",
       " 12   https://www.liepin.com/company/8506529/  \n",
       " 13   https://www.liepin.com/company/2061455/  \n",
       " 14   https://www.liepin.com/company/7932064/  \n",
       " 15   https://www.liepin.com/company/9146475/  \n",
       " 16   https://www.liepin.com/company/9283329/  \n",
       " 17                                            \n",
       " 18   https://www.liepin.com/company/9660700/  \n",
       " 19   https://www.liepin.com/company/7863327/  \n",
       " 20                                            \n",
       " 21   https://www.liepin.com/company/2664546/  \n",
       " 22  https://www.liepin.com/company/13032765/  \n",
       " 23  https://www.liepin.com/company/13032765/  \n",
       " 24                                            \n",
       " 25   https://www.liepin.com/company/8275623/  \n",
       " 26   https://www.liepin.com/company/2061455/  \n",
       " 27    https://www.liepin.com/company/884492/  \n",
       " 28                                            \n",
       " 29                                            \n",
       " 30                                            \n",
       " 31                                            \n",
       " 32   https://www.liepin.com/company/8361671/  \n",
       " 33   https://www.liepin.com/company/7932064/  \n",
       " 34                                            \n",
       " 35   https://www.liepin.com/company/9660700/  \n",
       " 36    https://www.liepin.com/company/803274/  \n",
       " 37   https://www.liepin.com/company/6629285/  \n",
       " 38   https://www.liepin.com/company/6629285/  \n",
       " 39   https://www.liepin.com/company/8307104/  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"王先生\",\"jobId\":\"56376837\",\"use...   \n",
       " 1   {\"recruiterName\":\"黄女士\",\"jobId\":\"58956493\",\"use...   \n",
       " 2   {\"recruiterName\":\"谢女士\",\"jobId\":\"33787845\",\"use...   \n",
       " 3   {\"recruiterName\":\"吴女士\",\"jobId\":\"50965433\",\"use...   \n",
       " 4   {\"recruiterName\":\"樊女士\",\"jobId\":\"57679297\",\"use...   \n",
       " 5   {\"recruiterName\":\"周先生\",\"jobId\":\"46856955\",\"use...   \n",
       " 6   {\"recruiterName\":\"张先生\",\"jobId\":\"58215521\",\"use...   \n",
       " 7   {\"recruiterName\":\"吴女士\",\"jobId\":\"57794503\",\"use...   \n",
       " 8   {\"recruiterName\":\"程先生\",\"jobId\":\"57223711\",\"use...   \n",
       " 9   {\"recruiterName\":\"李女士\",\"jobId\":\"58733143\",\"use...   \n",
       " 10  {\"recruiterName\":\"戴先生\",\"jobId\":\"46215899\",\"use...   \n",
       " 11  {\"recruiterName\":\"郭女士\",\"jobId\":\"46870615\",\"use...   \n",
       " 12  {\"recruiterName\":\"王女士\",\"jobId\":\"56876529\",\"use...   \n",
       " 13  {\"recruiterName\":\"谢女士\",\"jobId\":\"57513943\",\"use...   \n",
       " 14  {\"recruiterName\":\"陈女士\",\"jobId\":\"35923437\",\"use...   \n",
       " 15  {\"recruiterName\":\"王女士\",\"jobId\":\"59317515\",\"use...   \n",
       " 16  {\"recruiterName\":\"Keli Tang\",\"jobId\":\"30477665...   \n",
       " 17  {\"recruiterName\":\"宋女士\",\"jobId\":\"45187159\",\"use...   \n",
       " 18  {\"recruiterName\":\"黄女士\",\"jobId\":\"58870277\",\"use...   \n",
       " 19  {\"recruiterName\":\"黎先生\",\"jobId\":\"56295007\",\"use...   \n",
       " 20  {\"recruiterName\":\"林先生\",\"jobId\":\"44978805\",\"use...   \n",
       " 21  {\"recruiterName\":\"张先生\",\"jobId\":\"43037645\",\"use...   \n",
       " 22  {\"recruiterName\":\"陈先生\",\"jobId\":\"50466807\",\"use...   \n",
       " 23  {\"recruiterName\":\"林女士\",\"jobId\":\"55829685\",\"use...   \n",
       " 24  {\"recruiterName\":\"卿女士\",\"jobId\":\"46777103\",\"use...   \n",
       " 25  {\"recruiterName\":\"刘先生\",\"jobId\":\"57157157\",\"use...   \n",
       " 26  {\"recruiterName\":\"谢女士\",\"jobId\":\"58584023\",\"use...   \n",
       " 27  {\"recruiterName\":\"贾女士\",\"jobId\":\"59110045\",\"use...   \n",
       " 28  {\"recruiterName\":\"陈女士\",\"jobId\":\"46414125\",\"use...   \n",
       " 29  {\"recruiterName\":\"宗先生\",\"jobId\":\"46869011\",\"use...   \n",
       " 30  {\"recruiterName\":\"叶女士\",\"jobId\":\"46659839\",\"use...   \n",
       " 31  {\"recruiterName\":\"孙女士\",\"jobId\":\"45177357\",\"use...   \n",
       " 32  {\"recruiterName\":\"俞女士\",\"jobId\":\"57403583\",\"use...   \n",
       " 33  {\"recruiterName\":\"陈女士\",\"jobId\":\"59115121\",\"use...   \n",
       " 34  {\"recruiterName\":\"唐女士\",\"jobId\":\"45327891\",\"use...   \n",
       " 35  {\"recruiterName\":\"郑先生\",\"jobId\":\"55992453\",\"use...   \n",
       " 36  {\"recruiterName\":\"唐女士\",\"jobId\":\"48905275\",\"use...   \n",
       " 37  {\"recruiterName\":\"刘女士\",\"jobId\":\"23154709\",\"use...   \n",
       " 38  {\"recruiterName\":\"刘女士\",\"jobId\":\"25415919\",\"use...   \n",
       " 39  {\"recruiterName\":\"邱女士\",\"jobId\":\"31935443\",\"use...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 1   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 2   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 3   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 4   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 5   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 6   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 7   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 8   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 9   %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 10  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 11  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 12  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 13  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 14  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 15  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 16  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 17  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 18  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 19  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 20  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 21  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 22  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 23  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 24  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 25  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 26  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 27  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 28  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 29  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 30  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 31  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 32  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 33  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 34  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 35  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 36  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 37  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 38  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " 39  %7B%22d_curPage%22%3A%220%22%2C%22d_pageSize%2...   \n",
       " \n",
       "                                            job.labels job.refreshTime  \\\n",
       " 0   [客户端产品, 工具产品, 供应链产品, 基金产品, IT互联网, 金融理财/贷款, to ...  20230621091013   \n",
       " 1                                                  []  20230616103702   \n",
       " 2                                                  []  20230620093052   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  20230621113158   \n",
       " 4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]  20230410215438   \n",
       " 5                                [中央市场产品经理经验, 区域推广经验]  20230624101138   \n",
       " 6                                            [神外, 医生]  20230428143658   \n",
       " 7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...  20230621113158   \n",
       " 8   [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 交互设计, 市...  20230620082118   \n",
       " 9                                                  []  20230619103414   \n",
       " 10                                             [游戏行业]  20230608172448   \n",
       " 11                                   [产品设计, AI人工智能产品]  20230609172939   \n",
       " 12                                                 []  20230624105147   \n",
       " 13                                                 []  20230619115334   \n",
       " 14                                                 []  20230602115342   \n",
       " 15  [AI人工智能产品, 内容产品, 商业产品, 人工智能, to C, IT互联网, to G...  20230614105714   \n",
       " 16  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...  20230616173005   \n",
       " 17                                   [化妆品, 消费品, 产品开发]  20230411142619   \n",
       " 18                       [产品策略, 爆品, 母婴, 美妆, 产品策划, 电商]  20230607171157   \n",
       " 19  [策略产品, 平台产品, 数据产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...  20230221094711   \n",
       " 20                                             [to C]  20230413114524   \n",
       " 21                                                 []  20210913204744   \n",
       " 22                                 [商品管理, 产品企划, 商品运营]  20221116184947   \n",
       " 23                                                 []  20230206112123   \n",
       " 24                                             [医院器械]  20230607104618   \n",
       " 25                                             [泌尿外科]  20230321153342   \n",
       " 26                                                 []  20230619115334   \n",
       " 27                                                 []  20230606111659   \n",
       " 28                                             [to C]  20230524161531   \n",
       " 29                                                 []  20230609165939   \n",
       " 30                                      [游戏产品, MMO游戏]  20230602143605   \n",
       " 31                                 [市场营销, 产品管理, 产品开发]  20230621104001   \n",
       " 32  [CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, 服务业, 批发/零售, I...  20230329180701   \n",
       " 33                       [市场洞察, 拓展培训, 团队管理, 销售管理, 出差]  20230606134705   \n",
       " 34                                                 []  20230425143147   \n",
       " 35                                             [品牌策划]  20230520104442   \n",
       " 36                                [产品优化, 二次元在研, 项目管理]  20220928174530   \n",
       " 37                                                 []  20200728103437   \n",
       " 38                                             [增长产品]  20210615114605   \n",
       " 39                                             [数据分析]  20200921191755   \n",
       " \n",
       "    job.jobId job.pcOuterLink job.h5OuterLink job.jobKind  \\\n",
       " 0   56376837                                           2   \n",
       " 1   58956493                                           2   \n",
       " 2   33787845                                           2   \n",
       " 3   50965433                                           2   \n",
       " 4   57679297                                           2   \n",
       " 5   46856955             NaN             NaN           1   \n",
       " 6   58215521                                           2   \n",
       " 7   57794503                                           2   \n",
       " 8   57223711                                           2   \n",
       " 9   58733143                                           2   \n",
       " 10  46215899             NaN             NaN           1   \n",
       " 11  46870615             NaN             NaN           1   \n",
       " 12  56876529                                           2   \n",
       " 13  57513943                                           2   \n",
       " 14  35923437                                           2   \n",
       " 15  59317515                                           2   \n",
       " 16  30477665                                           2   \n",
       " 17  45187159             NaN             NaN           1   \n",
       " 18  58870277                                           2   \n",
       " 19  56295007                                           2   \n",
       " 20  44978805             NaN             NaN           1   \n",
       " 21  43037645                                           2   \n",
       " 22  50466807                                           2   \n",
       " 23  55829685                                           2   \n",
       " 24  46777103             NaN             NaN           1   \n",
       " 25  57157157                                           2   \n",
       " 26  58584023                                           2   \n",
       " 27  59110045                                           2   \n",
       " 28  46414125             NaN             NaN           1   \n",
       " 29  46869011             NaN             NaN           1   \n",
       " 30  46659839             NaN             NaN           1   \n",
       " 31  45177357             NaN             NaN           1   \n",
       " 32  57403583                                           2   \n",
       " 33  59115121                                           2   \n",
       " 34  45327891             NaN             NaN           1   \n",
       " 35  55992453                                           2   \n",
       " 36  48905275                                           2   \n",
       " 37  23154709                                           2   \n",
       " 38  25415919                                           2   \n",
       " 39  31935443                                           2   \n",
       " \n",
       "                                        job.title  job.salary  ...  \\\n",
       " 0                               C端高级产品经理(J10043)  15-30k·15薪  ...   \n",
       " 1                      Product Marketing Manager  18-25k·14薪  ...   \n",
       " 2                                     项目管理PM(广州)  10-20k·14薪  ...   \n",
       " 3                    产品经理（化妆品原料）/Product Manager        薪资面议  ...   \n",
       " 4                            产品经理Product Manager      20-25k  ...   \n",
       " 5                                   产品经理PM（化药针剂）  25-30k·14薪  ...   \n",
       " 6                 神外产品销售经理 Product Sales Manager  12-15k·15薪  ...   \n",
       " 7                              助理产品经理（化妆品原料）/APM        薪资面议  ...   \n",
       " 8                                   自动驾驶（硬件）产品经理  25-40k·15薪  ...   \n",
       " 9                                           产品经理        薪资面议  ...   \n",
       " 10                                  高级产品PM（ARPG）  20-35k·14薪  ...   \n",
       " 11                                      AI营销产品经理      12-24k  ...   \n",
       " 12                    Automation Product Manager  20-40k·13薪  ...   \n",
       " 13   Assistant Product Manager / Product Manager  15-25k·13薪  ...   \n",
       " 14                                  产品经理（工业消洗产品）      12-30k  ...   \n",
       " 15                                    AIGC营销产品经理      20-35k  ...   \n",
       " 16                                          产品经理  18-40k·14薪  ...   \n",
       " 17  Assistant Product Manager / Product Manager   18-30k·13薪  ...   \n",
       " 18                                        产品策划经理      18-30k  ...   \n",
       " 19                                 产品经理（企业数字化转型）       6-10k  ...   \n",
       " 20                          eWMS Product Manager  20-40k·15薪  ...   \n",
       " 21                                        数码产品经理        薪资面议  ...   \n",
       " 22                         产品经理-产品企划（鞋类）(J13091)  14-28k·16薪  ...   \n",
       " 23                             产品经理-产品企划(J13606)      15-25k  ...   \n",
       " 24                                     市场经理/产品经理  30-40k·15薪  ...   \n",
       " 25                                        医药产品经理  25-30k·14薪  ...   \n",
       " 26                        Senior Product Manager  20-30k·13薪  ...   \n",
       " 27                     百度云工业AI质检业务运营产品经理(J58857)  20-40k·16薪  ...   \n",
       " 28                          eWMS Product Manager  30-50k·14薪  ...   \n",
       " 29                                          产品经理  20-25k·16薪  ...   \n",
       " 30                                游戏高级美术PM（大厂正编）  20-35k·16薪  ...   \n",
       " 31                              Product Manager       25-30k  ...   \n",
       " 32                        CRM实施顾问&项目经理PM(J12971)      11-22k  ...   \n",
       " 33                            微生物检测产品经理（制药行业/双休）  15-20k·16薪  ...   \n",
       " 34                                        硬件产品经理  30-50k·14薪  ...   \n",
       " 35                                        产品策划经理      15-25k  ...   \n",
       " 36                        项目发行PM（二次元） (MJ000855)  20-28k·13薪  ...   \n",
       " 37                                        数字营销PM        薪资面议  ...   \n",
       " 38                                          活动PM        薪资面议  ...   \n",
       " 39                                          游戏PM  15-30k·13薪  ...   \n",
       " \n",
       "    recruiter.imUserType          recruiter.recruiterPhoto  \\\n",
       " 0                     2   5f8f986aea60860b75384fab08u.jpg   \n",
       " 1                     2   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 2                     2   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 3                     2   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 4                     2   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 5                     2   6231b0d9da1d3077a00fb14c01u.png   \n",
       " 6                     2   5f8f986aea60860b75384fab08u.jpg   \n",
       " 7                     2   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 8                     2   63a46574fd38b10039f0b94b05u.png   \n",
       " 9                     2   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 10                    2   5f8fa3a6f6d1ab58476f322808u.png   \n",
       " 11                    2   628e2c897f51e2499cd1bfbf04u.jpg   \n",
       " 12                    2   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 13                    2   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 14                    2   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 15                    2   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 16                    2   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 17                    2   6100c9081d756a75997a266703u.jpg   \n",
       " 18                    2   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 19                    2   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 20                    2   62f7aab56555120790d6013103u.png   \n",
       " 21                    2   5f8f986aea60860b75384fab08u.jpg   \n",
       " 22                    2   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 23                    2   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 24                    2   62a84fdfe9fa0e1ff408683002u.png   \n",
       " 25                    2   5f8f986aea60860b75384fab08u.jpg   \n",
       " 26                    2   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 27                    2   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 28                    2   6400c9110fa75b6cd95be96806u.png   \n",
       " 29                    2   648182a39830432e905baf2d04u.png   \n",
       " 30                    2   637c93b834e8df2c1c647b1602u.png   \n",
       " 31                    2  6321be3095ee1c04143439eb01u.jpeg   \n",
       " 32                    2   601baaab60c8320221e3c1d902u.png   \n",
       " 33                    2   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 34                    2   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 35                    2   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 36                    2   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 37                    2   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 38                    2   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 39                    2   62903e4ce4c190153f6f304c06u.jpg   \n",
       " \n",
       "                recruiter.recruiterId comp.compStage  \\\n",
       " 0   4e54ac2e3b974628242a21c338b47b91             B轮   \n",
       " 1   df48f523e5944ace2bb2cd8f0cba2241          融资未公开   \n",
       " 2   dabc492e5cee942eda33e09d1e97f821            NaN   \n",
       " 3   14799e1bef289c70aa9b550257de7ea8            NaN   \n",
       " 4   74207202b9a1882cbe061eb681f898fc            NaN   \n",
       " 5   e2bbf25c0098de6f7ef83d3cb1f32d26            已上市   \n",
       " 6   5445ba45a2189a2b1a078f176245fc3b            已上市   \n",
       " 7   14799e1bef289c70aa9b550257de7ea8            NaN   \n",
       " 8   1147dd557533b4567e1472c76bc04ebd             D轮   \n",
       " 9   32232aca46ec9ae7890a5a15a8902e2f            NaN   \n",
       " 10  6ead9a9d40a95e1521ca53f73fa20618          融资未公开   \n",
       " 11  69b90c10c8cbeac8da05e8d349eaf13a            已上市   \n",
       " 12  57a52ed73fed146b4c632be0178bfd3f            NaN   \n",
       " 13  ccfed7449a759b2cf7778dde1bad5db7            NaN   \n",
       " 14  7f371db882206fccd2bdf1809a52d3e6          融资未公开   \n",
       " 15  f0d591207ba759dbe49ae2b73366ae8c         沪深A股上市   \n",
       " 16  8d90c26ed477481c5bfe988e1b72f121            NaN   \n",
       " 17  375a1dfe17607510a0693c119d820cfb          融资未公开   \n",
       " 18  1b2d3c696b09ca69b0e5f3264419b081            NaN   \n",
       " 19  ed79e9abb562c2c2e3f3af8aab9ad0d7         沪深A股上市   \n",
       " 20  ec2448066ad5cdf94f25083a3243b675          融资未公开   \n",
       " 21  80a35acbf6b5573c5c8cd7b9f6ba8101             其他   \n",
       " 22  3466dbf14ff3a1923d3d8a2c8cd5b370            NaN   \n",
       " 23  308332da68f592edf82050c4b8bff969            NaN   \n",
       " 24  aca7c12a2f1b104743312380a6f25054            已上市   \n",
       " 25  22ab2b1a88769c3259935c280d474240           港股上市   \n",
       " 26  ccfed7449a759b2cf7778dde1bad5db7            NaN   \n",
       " 27  869f1f21925b089fde2defcdfeb21fba           美股上市   \n",
       " 28  2c100205c7eb2c028df3dac679d77fed          融资未公开   \n",
       " 29  056815c015a3c3b4455d9756fea9d2c0          融资未公开   \n",
       " 30  0cb2b2501029d509e8cdea777f766f0c          融资未公开   \n",
       " 31  47227c6fbfcd952686963be95b15422d          融资未公开   \n",
       " 32  77ca96ebd1c0d4c9b55b81912526b943            已上市   \n",
       " 33  0f80a6460fa3a5f3c33c5fd0dac95307          融资未公开   \n",
       " 34  1d96d00cfe919fa26a1adf5987777a35            NaN   \n",
       " 35  71e39b9fa38c7913909ac669ef10aa84            NaN   \n",
       " 36  69bf0604ae10eb243f03c06e2c7db374            已上市   \n",
       " 37  e8c70da123d6c7e1efcb8675c412f368            NaN   \n",
       " 38  e8c70da123d6c7e1efcb8675c412f368            NaN   \n",
       " 39  2b6b0643bf65c612313162312f0bffed          科创板上市   \n",
       " \n",
       "                       comp.compLogo comp.compId     comp.compName  \\\n",
       " 0   5e38f3e729d83a67544619cd08u.jpg   9954019.0              盈米基金   \n",
       " 1   648fbf95b7732f1e292621c406u.png   7977404.0    卡尔蔡司光学(广州)有限公司   \n",
       " 2   5bfe982174719df0ac995ebc03a.png   7892168.0              得意电子   \n",
       " 3   6274ee6d04a5ff469b10880402u.png   8112968.0              仙婷集团   \n",
       " 4   61b07937d0458d53c627567e02u.jpg  13315477.0    广州市新目标电子商务有限公司   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png         NaN          大型制药集团公司   \n",
       " 6   5bfe9d4974719d2aa34b5ab303a.png   7023768.0            复星医药集团   \n",
       " 7   6274ee6d04a5ff469b10880402u.png   8112968.0              仙婷集团   \n",
       " 8   60a497de907306298575785f03u.png   9491766.0        文远知行WeRide   \n",
       " 9   5fdc38169b3439706a19fd5901u.png   8094471.0           辉柏嘉(中国)   \n",
       " 10  60e2fe0bf3df194a3c48adb502u.png         NaN      某广州大型计算机软件公司   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png         NaN   某广州广告/公关/会展上市公司   \n",
       " 12  5952237b7032381b6822192505a.jpg   8506529.0               丹纳赫   \n",
       " 13  555c2acba3109367c320a8c601a.png   2061455.0              曼秀雷敦   \n",
       " 14  5bfe8edd74719d35745a548603a.png   7932064.0     广东环凯微生物科技有限公司   \n",
       " 15  5bfe9d9f74719d2aa34b6af203a.png   9146475.0  广东因赛品牌营销集团股份有限公司   \n",
       " 16  59dc78457832e11b880f044c05a.png   9283329.0      即能科技(广州)有限公司   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png         NaN         某国内大型日化公司   \n",
       " 18  5f30a76e556e7a7b1280cc3006u.png   9660700.0      嫚熙控股(广州)有限公司   \n",
       " 19  5cc116c89fae687d43343d7308u.png   7863327.0              润建股份   \n",
       " 20  60e2fe0bf3df194a3c48adb502u.png         NaN   某广州大型食品/饮料/酒水公司   \n",
       " 21  5bfe92c174719d9f609a7b9603a.png   2664546.0              汇丰软件   \n",
       " 22  628c584cb244352e0e92248608u.png  13032765.0             斯凯奇中国   \n",
       " 23  628c584cb244352e0e92248608u.png  13032765.0             斯凯奇中国   \n",
       " 24  60e2fe0bf3df194a3c48adb502u.png         NaN       某北京医疗器械上市公司   \n",
       " 25  5bfe916674719d35745ad29703a.png   8275623.0              康方生物   \n",
       " 26  555c2acba3109367c320a8c601a.png   2061455.0              曼秀雷敦   \n",
       " 27  5bfe93af74719d9f609aaaef03a.png    884492.0             Baidu   \n",
       " 28  60e2fe0bf3df194a3c48adb502u.png         NaN         某广州大型日化公司   \n",
       " 29  60e2fe0bf3df194a3c48adb502u.png         NaN      某天津电气机械/器材公司   \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png         NaN      某广州大型计算机软件公司   \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png         NaN        某国内大型快消品公司   \n",
       " 32  5ed700f4ec4db462f82e4ddf01u.png   8361671.0    上海汉得信息技术股份有限公司   \n",
       " 33  5bfe8edd74719d35745a548603a.png   7932064.0     广东环凯微生物科技有限公司   \n",
       " 34  60e2fe0bf3df194a3c48adb502u.png         NaN      某广州电气机械/器材公司   \n",
       " 35  5f30a76e556e7a7b1280cc3006u.png   9660700.0      嫚熙控股(广州)有限公司   \n",
       " 36  5ff42565bebf7311a41e860005u.png    803274.0              广州百田   \n",
       " 37  5bfea15d74719d2aa34c24f803a.png   6629285.0         恩梯梯数据(中国)   \n",
       " 38  5bfea15d74719d2aa34c24f803a.png   6629285.0         恩梯梯数据(中国)   \n",
       " 39  616e7903bbe0bb0ec5705fe401u.png   8307104.0      英雄互娱科技股份有限公司   \n",
       " \n",
       "    comp.compScale                                 comp.link  comp.compIndustry  \n",
       " 0        100-499人   https://www.liepin.com/company/9954019/           基金/证券/期货  \n",
       " 1        500-999人   https://www.liepin.com/company/7977404/              批发/零售  \n",
       " 2        10000人以上   https://www.liepin.com/company/7892168/        电子/半导体/集成电路  \n",
       " 3          50-99人   https://www.liepin.com/company/8112968/             贸易/进出口  \n",
       " 4        100-499人  https://www.liepin.com/company/13315477/               IT服务  \n",
       " 5        10000人以上                                                      制药/生物工程  \n",
       " 6        10000人以上   https://www.liepin.com/company/7023768/                 制药  \n",
       " 7          50-99人   https://www.liepin.com/company/8112968/             贸易/进出口  \n",
       " 8        100-499人   https://www.liepin.com/company/9491766/               人工智能  \n",
       " 9        500-999人   https://www.liepin.com/company/8094471/            办公用品/设备  \n",
       " 10       10000人以上                                                        计算机软件  \n",
       " 11       100-499人                                                     广告/公关/会展  \n",
       " 12    5000-10000人   https://www.liepin.com/company/8506529/               医疗器械  \n",
       " 13       500-999人   https://www.liepin.com/company/2061455/                 日化  \n",
       " 14       100-499人   https://www.liepin.com/company/7932064/                 制药  \n",
       " 15       100-499人   https://www.liepin.com/company/9146475/           广告/公关/会展  \n",
       " 16          1-49人   https://www.liepin.com/company/9283329/             专业技术服务  \n",
       " 17     2000-5000人                                                           日化  \n",
       " 18     1000-2000人   https://www.liepin.com/company/9660700/                互联网  \n",
       " 19    5000-10000人   https://www.liepin.com/company/7863327/               通信设备  \n",
       " 20       10000人以上                                                     食品/饮料/酒水  \n",
       " 21     2000-5000人   https://www.liepin.com/company/2664546/              计算机软件  \n",
       " 22     2000-5000人  https://www.liepin.com/company/13032765/           服装/纺织/皮革  \n",
       " 23     2000-5000人  https://www.liepin.com/company/13032765/           服装/纺织/皮革  \n",
       " 24       500-999人                                                         医疗器械  \n",
       " 25     2000-5000人   https://www.liepin.com/company/8275623/                 制药  \n",
       " 26       500-999人   https://www.liepin.com/company/2061455/                 日化  \n",
       " 27       10000人以上    https://www.liepin.com/company/884492/                互联网  \n",
       " 28       10000人以上                                                           日化  \n",
       " 29       100-499人                                                      电气机械/器材  \n",
       " 30       10000人以上                                                        计算机软件  \n",
       " 31     2000-5000人                                                           日化  \n",
       " 32       10000人以上   https://www.liepin.com/company/8361671/                互联网  \n",
       " 33       100-499人   https://www.liepin.com/company/7932064/                 制药  \n",
       " 34          1-49人                                                      电气机械/器材  \n",
       " 35     1000-2000人   https://www.liepin.com/company/9660700/                互联网  \n",
       " 36       500-999人    https://www.liepin.com/company/803274/                 游戏  \n",
       " 37     2000-5000人   https://www.liepin.com/company/6629285/               IT服务  \n",
       " 38     2000-5000人   https://www.liepin.com/company/6629285/               IT服务  \n",
       " 39     1000-2000人   https://www.liepin.com/company/8307104/                 游戏  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
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       " \n",
       "                                              dataInfo  \\\n",
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       " 29  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 30  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 31  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 32  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 33  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 34  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 35  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 36  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 37  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 38  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 39  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   52c4365602551576abcb385e72bd8d3d                    2   \n",
       " 1   6f058014d3ef83122982e990dc084411                    2   \n",
       " 2   a77e3547cf3d67c4ac4acac916df0e35                    2   \n",
       " 3   0ce6f53a162e27cc9427b88c78d2ff1f                    2   \n",
       " 4   c161b9ea744ffb27d0e00b26797bdaff                    2   \n",
       " 5   2c9e72fbdf2bd8d599eeb040770b0b48                    2   \n",
       " 6   f8a500e0eab81d475153eb2d84a8b1de                    2   \n",
       " 7   0ce6f53a162e27cc9427b88c78d2ff1f                    2   \n",
       " 8   6fa10ff6ea77d091528dabef14b76f2d                    2   \n",
       " 9   6652e0af2060df2c160b5b344d4ef7b6                    2   \n",
       " 10  25a454b754ae73fd2972004574cc2f3b                    2   \n",
       " 11  1534619dd0cbc81597cd4b0530f9e3f9                    2   \n",
       " 12  24c1cab13ef9bc2e801c17c79e240538                    2   \n",
       " 13  fb94d0eef421593a509db46caffb89c7                    2   \n",
       " 14  18f5af2ced812a43d6a9d1214a39013b                    2   \n",
       " 15  fb316ba4a4eb308e6172c091f854d35c                    2   \n",
       " 16  edbe6a7c4ed9d6e5aaa70b13e477f173                    2   \n",
       " 17  37476b87b3e233679f90a7bcfdb96d0e                    2   \n",
       " 18  556085ce1cfb1ea84c7b9da341e06feb                    2   \n",
       " 19  beff7093463e459a613348042573671f                    2   \n",
       " 20  d9615c119bb132bd55a0b6511a508218                    2   \n",
       " 21  bd0efb08acc7704271de52c3bc0b6279                    2   \n",
       " 22  feaaf399e43a569d29323863fa1c0b93                    2   \n",
       " 23  7b8081a6d08696bafaf1d0d00bd33fc5                    2   \n",
       " 24  53c8427ff462afc6eb206e660be18459                    2   \n",
       " 25  d4cc4bca17cae276aefc9b4a2bd8879c                    2   \n",
       " 26  fb94d0eef421593a509db46caffb89c7                    2   \n",
       " 27  f66b91de2a4984d02980490a0cdf2257                    2   \n",
       " 28  cdd38888643756d4ef38cb0ce6f46cd7                    2   \n",
       " 29  69edf10a357b33f7bd1f3cfaeaaa47e3                    2   \n",
       " 30  06f4df96b4c6fd1861a8485668ee84be                    2   \n",
       " 31  9cfdabc8878349689809d03804875792                    2   \n",
       " 32  927752d28c878e66e4cd5c055e1e05ce                    2   \n",
       " 33  767685575712890413dd84912f51618a                    2   \n",
       " 34  73f267275bfde46ce68ea511f8a9efc5                    2   \n",
       " 35  ecb69f58b8af2fa07bed4a56d1662c8b                    2   \n",
       " 36  9e5b45289ab5581e337193710fe42056                    2   \n",
       " 37  b76b2be27ab4a4746042c177f0a1d2b1                    2   \n",
       " 38  b76b2be27ab4a4746042c177f0a1d2b1                    2   \n",
       " 39  d458df6acc9507089941166e65ebdb6f                    2   \n",
       " \n",
       "                recruiter.recruiterId recruiter.recruiterName  \\\n",
       " 0   4e54ac2e3b974628242a21c338b47b91                     王先生   \n",
       " 1   dabc492e5cee942eda33e09d1e97f821                     谢女士   \n",
       " 2   32232aca46ec9ae7890a5a15a8902e2f                     李女士   \n",
       " 3   14799e1bef289c70aa9b550257de7ea8                     吴女士   \n",
       " 4   74207202b9a1882cbe061eb681f898fc                     樊女士   \n",
       " 5   e2bbf25c0098de6f7ef83d3cb1f32d26                     周先生   \n",
       " 6   5445ba45a2189a2b1a078f176245fc3b                     张先生   \n",
       " 7   14799e1bef289c70aa9b550257de7ea8                     吴女士   \n",
       " 8   1147dd557533b4567e1472c76bc04ebd                     程先生   \n",
       " 9   df48f523e5944ace2bb2cd8f0cba2241                     黄女士   \n",
       " 10  6ead9a9d40a95e1521ca53f73fa20618                     戴先生   \n",
       " 11  69b90c10c8cbeac8da05e8d349eaf13a                     郭女士   \n",
       " 12  57a52ed73fed146b4c632be0178bfd3f                     王女士   \n",
       " 13  ccfed7449a759b2cf7778dde1bad5db7                     谢女士   \n",
       " 14  7f371db882206fccd2bdf1809a52d3e6                     陈女士   \n",
       " 15  f0d591207ba759dbe49ae2b73366ae8c                     王女士   \n",
       " 16  8d90c26ed477481c5bfe988e1b72f121               Keli Tang   \n",
       " 17  375a1dfe17607510a0693c119d820cfb                     宋女士   \n",
       " 18  1b2d3c696b09ca69b0e5f3264419b081                     黄女士   \n",
       " 19  ed79e9abb562c2c2e3f3af8aab9ad0d7                     黎先生   \n",
       " 20  ec2448066ad5cdf94f25083a3243b675                     林先生   \n",
       " 21  80a35acbf6b5573c5c8cd7b9f6ba8101                     张先生   \n",
       " 22  3466dbf14ff3a1923d3d8a2c8cd5b370                     陈先生   \n",
       " 23  308332da68f592edf82050c4b8bff969                     林女士   \n",
       " 24  aca7c12a2f1b104743312380a6f25054                     卿女士   \n",
       " 25  22ab2b1a88769c3259935c280d474240                     刘先生   \n",
       " 26  ccfed7449a759b2cf7778dde1bad5db7                     谢女士   \n",
       " 27  869f1f21925b089fde2defcdfeb21fba                     贾女士   \n",
       " 28  2c100205c7eb2c028df3dac679d77fed                     陈女士   \n",
       " 29  056815c015a3c3b4455d9756fea9d2c0                     宗先生   \n",
       " 30  0cb2b2501029d509e8cdea777f766f0c                     叶女士   \n",
       " 31  47227c6fbfcd952686963be95b15422d                     孙女士   \n",
       " 32  77ca96ebd1c0d4c9b55b81912526b943                     俞女士   \n",
       " 33  0f80a6460fa3a5f3c33c5fd0dac95307                     陈女士   \n",
       " 34  1d96d00cfe919fa26a1adf5987777a35                     唐女士   \n",
       " 35  71e39b9fa38c7913909ac669ef10aa84                     郑先生   \n",
       " 36  69bf0604ae10eb243f03c06e2c7db374                     唐女士   \n",
       " 37  e8c70da123d6c7e1efcb8675c412f368                     刘女士   \n",
       " 38  e8c70da123d6c7e1efcb8675c412f368                     刘女士   \n",
       " 39  2b6b0643bf65c612313162312f0bffed                     邱女士   \n",
       " \n",
       "    recruiter.recruiterTitle          recruiter.recruiterPhoto  \\\n",
       " 0              人力资源伙伴(HRBP)   5f8f986aea60860b75384fab08u.jpg   \n",
       " 1                    连接器工程师   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 2                        HR   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 3                HR Officer   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 4                       HRM   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 5                      猎头顾问   6231b0d9da1d3077a00fb14c01u.png   \n",
       " 6                    人力资源专员   5f8f986aea60860b75384fab08u.jpg   \n",
       " 7                HR Officer   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 8                      招聘专家   63a46574fd38b10039f0b94b05u.png   \n",
       " 9                        HR   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 10                     猎头顾问   5f8fa3a6f6d1ab58476f322808u.png   \n",
       " 11                     猎头顾问   628e2c897f51e2499cd1bfbf04u.jpg   \n",
       " 12                   人力资源专员   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 13                   人力资源经理   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 14                       HR   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 15                  人力资源副经理   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 16                     HRBP   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 17                     猎头顾问   6100c9081d756a75997a266703u.jpg   \n",
       " 18                   HRBP经理   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 19                     招聘主管   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 20                     猎头顾问   62f7aab56555120790d6013103u.png   \n",
       " 21                      112   5f8f986aea60860b75384fab08u.jpg   \n",
       " 22                            5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 23               人力资源业务合作伙伴   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 24                     猎头顾问   62a84fdfe9fa0e1ff408683002u.png   \n",
       " 25               高级医学信息沟通专员   5f8f986aea60860b75384fab08u.jpg   \n",
       " 26                   人力资源经理   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 27                recruiter   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 28                     猎头顾问   6400c9110fa75b6cd95be96806u.png   \n",
       " 29                     猎头顾问   648182a39830432e905baf2d04u.png   \n",
       " 30                     猎头顾问   637c93b834e8df2c1c647b1602u.png   \n",
       " 31                     猎头顾问  6321be3095ee1c04143439eb01u.jpeg   \n",
       " 32                       HR   601baaab60c8320221e3c1d902u.png   \n",
       " 33                            5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 34                     猎头顾问   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 35                      HRM   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " 36                            5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 37               Consultant   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 38               Consultant   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 39                   人力资源管理   62903e4ce4c190153f6f304c06u.jpg   \n",
       " \n",
       "     recruiter.chatted comp.compStage  ... job.jobKind job.requireEduLevel  \\\n",
       " 0               False             B轮  ...           2                  本科   \n",
       " 1               False            NaN  ...           2                  大专   \n",
       " 2               False            NaN  ...           2                统招本科   \n",
       " 3               False            NaN  ...           2                  硕士   \n",
       " 4               False            NaN  ...           2                  本科   \n",
       " 5               False            已上市  ...           1                统招本科   \n",
       " 6               False            已上市  ...           2                统招本科   \n",
       " 7               False            NaN  ...           2                  本科   \n",
       " 8               False             D轮  ...           2                  本科   \n",
       " 9               False          融资未公开  ...           2                  硕士   \n",
       " 10              False          融资未公开  ...           1               本科及以上   \n",
       " 11              False            已上市  ...           1               本科及以上   \n",
       " 12              False            NaN  ...           2                  本科   \n",
       " 13              False            NaN  ...           2                  本科   \n",
       " 14              False          融资未公开  ...           2                  硕士   \n",
       " 15              False         沪深A股上市  ...           2                统招本科   \n",
       " 16              False            NaN  ...           2                  硕士   \n",
       " 17              False          融资未公开  ...           1               本科及以上   \n",
       " 18              False            NaN  ...           2                  本科   \n",
       " 19              False         沪深A股上市  ...           2                  本科   \n",
       " 20              False          融资未公开  ...           1                学历不限   \n",
       " 21              False             其他  ...           2                  本科   \n",
       " 22              False            NaN  ...           2                  本科   \n",
       " 23              False            NaN  ...           2                  本科   \n",
       " 24              False            已上市  ...           1                统招本科   \n",
       " 25              False           港股上市  ...           2                  硕士   \n",
       " 26              False            NaN  ...           2                  本科   \n",
       " 27              False           美股上市  ...           2                统招本科   \n",
       " 28              False          融资未公开  ...           1                统招本科   \n",
       " 29              False          融资未公开  ...           1                统招本科   \n",
       " 30              False          融资未公开  ...           1                统招本科   \n",
       " 31              False          融资未公开  ...           1               本科及以上   \n",
       " 32              False            已上市  ...           2                  本科   \n",
       " 33              False          融资未公开  ...           2                统招本科   \n",
       " 34              False            NaN  ...           1               本科及以上   \n",
       " 35              False            NaN  ...           2                  本科   \n",
       " 36              False            已上市  ...           2                  本科   \n",
       " 37              False            NaN  ...           2                  本科   \n",
       " 38              False            NaN  ...           2                统招本科   \n",
       " 39              False          科创板上市  ...           2                  本科   \n",
       " \n",
       "    job.refreshTime  job.topJob job.advViewFlag job.pcOuterLink  \\\n",
       " 0   20230621091013        True            True                   \n",
       " 1   20230620093052        True            True                   \n",
       " 2   20230619103414        True            True                   \n",
       " 3   20230621113158       False           False                   \n",
       " 4   20230410215438       False           False                   \n",
       " 5   20230624101138       False           False             NaN   \n",
       " 6   20230428143658       False           False                   \n",
       " 7   20230621113158       False           False                   \n",
       " 8   20230620082118       False           False                   \n",
       " 9   20230616103702       False           False                   \n",
       " 10  20230608172448       False           False             NaN   \n",
       " 11  20230609172939       False           False             NaN   \n",
       " 12  20230624105147       False           False                   \n",
       " 13  20230619115334       False           False                   \n",
       " 14  20230602115342       False           False                   \n",
       " 15  20230614105714       False           False                   \n",
       " 16  20230616173005       False           False                   \n",
       " 17  20230411142619       False           False             NaN   \n",
       " 18  20230607171157       False           False                   \n",
       " 19  20230221094711       False           False                   \n",
       " 20  20230413114524       False           False             NaN   \n",
       " 21  20210913204744       False           False                   \n",
       " 22  20221116184947       False           False                   \n",
       " 23  20230206112123       False           False                   \n",
       " 24  20230607104618       False           False             NaN   \n",
       " 25  20230321153342       False           False                   \n",
       " 26  20230619115334       False           False                   \n",
       " 27  20230606111659       False           False                   \n",
       " 28  20230524161531       False           False             NaN   \n",
       " 29  20230609165939       False           False             NaN   \n",
       " 30  20230602143605       False           False             NaN   \n",
       " 31  20230621104001       False           False             NaN   \n",
       " 32  20230329180701       False           False                   \n",
       " 33  20230606134705       False           False                   \n",
       " 34  20230425143147       False           False             NaN   \n",
       " 35  20230520104442       False           False                   \n",
       " 36  20220928174530       False           False                   \n",
       " 37  20200728103437       False           False                   \n",
       " 38  20210615114605       False           False                   \n",
       " 39  20200921191755       False           False                   \n",
       " \n",
       "    job.h5OuterLink                                     job.link  \\\n",
       " 0                   https://www.liepin.com/job/1956376837.shtml   \n",
       " 1                   https://www.liepin.com/job/1933787845.shtml   \n",
       " 2                   https://www.liepin.com/job/1958733143.shtml   \n",
       " 3                   https://www.liepin.com/job/1950965433.shtml   \n",
       " 4                   https://www.liepin.com/job/1957679297.shtml   \n",
       " 5              NaN      https://www.liepin.com/a/46856955.shtml   \n",
       " 6                   https://www.liepin.com/job/1958215521.shtml   \n",
       " 7                   https://www.liepin.com/job/1957794503.shtml   \n",
       " 8                   https://www.liepin.com/job/1957223711.shtml   \n",
       " 9                   https://www.liepin.com/job/1958956493.shtml   \n",
       " 10             NaN      https://www.liepin.com/a/46215899.shtml   \n",
       " 11             NaN      https://www.liepin.com/a/46870615.shtml   \n",
       " 12                  https://www.liepin.com/job/1956876529.shtml   \n",
       " 13                  https://www.liepin.com/job/1957513943.shtml   \n",
       " 14                  https://www.liepin.com/job/1935923437.shtml   \n",
       " 15                  https://www.liepin.com/job/1959317515.shtml   \n",
       " 16                  https://www.liepin.com/job/1930477665.shtml   \n",
       " 17             NaN      https://www.liepin.com/a/45187159.shtml   \n",
       " 18                  https://www.liepin.com/job/1958870277.shtml   \n",
       " 19                  https://www.liepin.com/job/1956295007.shtml   \n",
       " 20             NaN      https://www.liepin.com/a/44978805.shtml   \n",
       " 21                  https://www.liepin.com/job/1943037645.shtml   \n",
       " 22                  https://www.liepin.com/job/1950466807.shtml   \n",
       " 23                  https://www.liepin.com/job/1955829685.shtml   \n",
       " 24             NaN      https://www.liepin.com/a/46777103.shtml   \n",
       " 25                  https://www.liepin.com/job/1957157157.shtml   \n",
       " 26                  https://www.liepin.com/job/1958584023.shtml   \n",
       " 27                  https://www.liepin.com/job/1959110045.shtml   \n",
       " 28             NaN      https://www.liepin.com/a/46414125.shtml   \n",
       " 29             NaN      https://www.liepin.com/a/46869011.shtml   \n",
       " 30             NaN      https://www.liepin.com/a/46659839.shtml   \n",
       " 31             NaN      https://www.liepin.com/a/45177357.shtml   \n",
       " 32                  https://www.liepin.com/job/1957403583.shtml   \n",
       " 33                  https://www.liepin.com/job/1959115121.shtml   \n",
       " 34             NaN      https://www.liepin.com/a/45327891.shtml   \n",
       " 35                  https://www.liepin.com/job/1955992453.shtml   \n",
       " 36                  https://www.liepin.com/job/1948905275.shtml   \n",
       " 37                  https://www.liepin.com/job/1923154709.shtml   \n",
       " 38                  https://www.liepin.com/job/1925415919.shtml   \n",
       " 39                  https://www.liepin.com/job/1931935443.shtml   \n",
       " \n",
       "    job.requireWorkYears                                     job.dataPromId  \n",
       " 0                  3-5年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 1                  3-5年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 2                 5-10年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 3                  3-5年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 4                  3-5年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 5                  经验不限  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 6                  1-3年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 7                  3-5年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 8                  经验不限  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 9                 5-10年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 10                5-10年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 11                 3-5年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 12                5-10年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 13                 3-5年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 14                 3-5年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 15                 3-5年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 16                5-10年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 17                5-10年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 18                5-10年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 19                 3-5年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 20                 经验不限  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 21                 3-5年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 22                 3-5年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 23                5-10年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 24                 经验不限  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 25                 1-3年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 26                5-10年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 27                5-10年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 28                5-10年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 29                10年以上  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 30                 3-5年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 31                 1-3年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 32                 3-5年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 33                5-10年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 34                5-10年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 35                5-10年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 36                5-10年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 37                5-10年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 38                 3-5年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " 39                 3-5年  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobK...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobKind\":\"2\",\"imId\":\"52c4365602551576abcb385...   \n",
       " 1   {\"jobKind\":\"2\",\"imId\":\"6652e0af2060df2c160b5b3...   \n",
       " 2   {\"jobKind\":\"2\",\"imId\":\"6f058014d3ef83122982e99...   \n",
       " 3   {\"jobKind\":\"2\",\"imId\":\"0ce6f53a162e27cc9427b88...   \n",
       " 4   {\"jobKind\":\"2\",\"imId\":\"c161b9ea744ffb27d0e00b2...   \n",
       " 5   {\"jobKind\":\"1\",\"imId\":\"2c9e72fbdf2bd8d599eeb04...   \n",
       " 6   {\"jobKind\":\"2\",\"imId\":\"f8a500e0eab81d475153eb2...   \n",
       " 7   {\"jobKind\":\"2\",\"imId\":\"0ce6f53a162e27cc9427b88...   \n",
       " 8   {\"jobKind\":\"2\",\"imId\":\"6fa10ff6ea77d091528dabe...   \n",
       " 9   {\"jobKind\":\"2\",\"imId\":\"a77e3547cf3d67c4ac4acac...   \n",
       " 10  {\"jobKind\":\"1\",\"imId\":\"25a454b754ae73fd2972004...   \n",
       " 11  {\"jobKind\":\"1\",\"imId\":\"1534619dd0cbc81597cd4b0...   \n",
       " 12  {\"jobKind\":\"2\",\"imId\":\"24c1cab13ef9bc2e801c17c...   \n",
       " 13  {\"jobKind\":\"2\",\"imId\":\"fb94d0eef421593a509db46...   \n",
       " 14  {\"jobKind\":\"2\",\"imId\":\"18f5af2ced812a43d6a9d12...   \n",
       " 15  {\"jobKind\":\"2\",\"imId\":\"fb316ba4a4eb308e6172c09...   \n",
       " 16  {\"jobKind\":\"2\",\"imId\":\"edbe6a7c4ed9d6e5aaa70b1...   \n",
       " 17  {\"jobKind\":\"1\",\"imId\":\"37476b87b3e233679f90a7b...   \n",
       " 18  {\"jobKind\":\"2\",\"imId\":\"556085ce1cfb1ea84c7b9da...   \n",
       " 19  {\"jobKind\":\"2\",\"imId\":\"beff7093463e459a6133480...   \n",
       " 20  {\"jobKind\":\"1\",\"imId\":\"d9615c119bb132bd55a0b65...   \n",
       " 21  {\"jobKind\":\"2\",\"imId\":\"bd0efb08acc7704271de52c...   \n",
       " 22  {\"jobKind\":\"2\",\"imId\":\"feaaf399e43a569d2932386...   \n",
       " 23  {\"jobKind\":\"2\",\"imId\":\"7b8081a6d08696bafaf1d0d...   \n",
       " 24  {\"jobKind\":\"1\",\"imId\":\"53c8427ff462afc6eb206e6...   \n",
       " 25  {\"jobKind\":\"2\",\"imId\":\"d4cc4bca17cae276aefc9b4...   \n",
       " 26  {\"jobKind\":\"2\",\"imId\":\"fb94d0eef421593a509db46...   \n",
       " 27  {\"jobKind\":\"2\",\"imId\":\"f66b91de2a4984d02980490...   \n",
       " 28  {\"jobKind\":\"1\",\"imId\":\"cdd38888643756d4ef38cb0...   \n",
       " 29  {\"jobKind\":\"1\",\"imId\":\"69edf10a357b33f7bd1f3cf...   \n",
       " 30  {\"jobKind\":\"1\",\"imId\":\"06f4df96b4c6fd1861a8485...   \n",
       " 31  {\"jobKind\":\"1\",\"imId\":\"9cfdabc8878349689809d03...   \n",
       " 32  {\"jobKind\":\"2\",\"imId\":\"927752d28c878e66e4cd5c0...   \n",
       " 33  {\"jobKind\":\"2\",\"imId\":\"767685575712890413dd849...   \n",
       " 34  {\"jobKind\":\"1\",\"imId\":\"73f267275bfde46ce68ea51...   \n",
       " 35  {\"jobKind\":\"2\",\"imId\":\"ecb69f58b8af2fa07bed4a5...   \n",
       " 36  {\"jobKind\":\"2\",\"imId\":\"9e5b45289ab5581e3371937...   \n",
       " 37  {\"jobKind\":\"2\",\"imId\":\"b76b2be27ab4a4746042c17...   \n",
       " 38  {\"jobKind\":\"2\",\"imId\":\"b76b2be27ab4a4746042c17...   \n",
       " 39  {\"jobKind\":\"2\",\"imId\":\"d458df6acc9507089941166...   \n",
       " \n",
       "                                            job.labels  job.topJob job.jobKind  \\\n",
       " 0   [客户端产品, 工具产品, 供应链产品, 基金产品, IT互联网, 金融理财/贷款, to ...        True           2   \n",
       " 1                                                  []        True           2   \n",
       " 2                                                  []        True           2   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...       False           2   \n",
       " 4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]       False           2   \n",
       " 5                                [中央市场产品经理经验, 区域推广经验]       False           1   \n",
       " 6                                            [神外, 医生]       False           2   \n",
       " 7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...       False           2   \n",
       " 8   [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 交互设计, 市...       False           2   \n",
       " 9                                                  []       False           2   \n",
       " 10                                             [游戏行业]       False           1   \n",
       " 11                                   [产品设计, AI人工智能产品]       False           1   \n",
       " 12                                                 []       False           2   \n",
       " 13                                                 []       False           2   \n",
       " 14                                                 []       False           2   \n",
       " 15  [AI人工智能产品, 内容产品, 商业产品, 人工智能, to C, IT互联网, to G...       False           2   \n",
       " 16  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...       False           2   \n",
       " 17                                   [化妆品, 消费品, 产品开发]       False           1   \n",
       " 18                       [产品策略, 爆品, 母婴, 美妆, 产品策划, 电商]       False           2   \n",
       " 19  [策略产品, 平台产品, 数据产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...       False           2   \n",
       " 20                                             [to C]       False           1   \n",
       " 21                                                 []       False           2   \n",
       " 22                                 [商品管理, 产品企划, 商品运营]       False           2   \n",
       " 23                                                 []       False           2   \n",
       " 24                                             [医院器械]       False           1   \n",
       " 25                                             [泌尿外科]       False           2   \n",
       " 26                                                 []       False           2   \n",
       " 27                                                 []       False           2   \n",
       " 28                                             [to C]       False           1   \n",
       " 29                                                 []       False           1   \n",
       " 30                                      [游戏产品, MMO游戏]       False           1   \n",
       " 31                                 [市场营销, 产品管理, 产品开发]       False           1   \n",
       " 32  [CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, 服务业, 批发/零售, I...       False           2   \n",
       " 33                       [市场洞察, 拓展培训, 团队管理, 销售管理, 出差]       False           2   \n",
       " 34                                                 []       False           1   \n",
       " 35                                             [品牌策划]       False           2   \n",
       " 36                                [产品优化, 二次元在研, 项目管理]       False           2   \n",
       " 37                                                 []       False           2   \n",
       " 38                                             [增长产品]       False           2   \n",
       " 39                                             [数据分析]       False           2   \n",
       " \n",
       "     job.dq                                     job.title  job.salary  \\\n",
       " 0       广州                              C端高级产品经理(J10043)  15-30k·15薪   \n",
       " 1   广州-天河区                     Product Marketing Manager  18-25k·14薪   \n",
       " 2   广州-南沙区                                    项目管理PM(广州)  10-20k·14薪   \n",
       " 3   广州-天河区                   产品经理（化妆品原料）/Product Manager        薪资面议   \n",
       " 4   广州-番禺区                           产品经理Product Manager      20-25k   \n",
       " 5       广州                                  产品经理PM（化药针剂）  25-30k·14薪   \n",
       " 6   广州-越秀区                神外产品销售经理 Product Sales Manager  12-15k·15薪   \n",
       " 7   广州-天河区                             助理产品经理（化妆品原料）/APM        薪资面议   \n",
       " 8       广州                                  自动驾驶（硬件）产品经理  25-40k·15薪   \n",
       " 9       广州                                          产品经理        薪资面议   \n",
       " 10  广州-天河区                                  高级产品PM（ARPG）  20-35k·14薪   \n",
       " 11      广州                                      AI营销产品经理      12-24k   \n",
       " 12  广州-天河区                    Automation Product Manager  20-40k·13薪   \n",
       " 13  广州-天河区   Assistant Product Manager / Product Manager  15-25k·13薪   \n",
       " 14      广州                                  产品经理（工业消洗产品）      12-30k   \n",
       " 15  广州-番禺区                                    AIGC营销产品经理      20-35k   \n",
       " 16  广州-越秀区                                          产品经理  18-40k·14薪   \n",
       " 17      广州  Assistant Product Manager / Product Manager   18-30k·13薪   \n",
       " 18  广州-白云区                                        产品策划经理      18-30k   \n",
       " 19  广州-天河区                                 产品经理（企业数字化转型）       6-10k   \n",
       " 20      广州                          eWMS Product Manager  20-40k·15薪   \n",
       " 21      广州                                        数码产品经理        薪资面议   \n",
       " 22  广州-天河区                         产品经理-产品企划（鞋类）(J13091)  14-28k·16薪   \n",
       " 23  广州-天河区                             产品经理-产品企划(J13606)      15-25k   \n",
       " 24      广州                                     市场经理/产品经理  30-40k·15薪   \n",
       " 25  广州-越秀区                                        医药产品经理  25-30k·14薪   \n",
       " 26  广州-天河区                        Senior Product Manager  20-30k·13薪   \n",
       " 27  广州-白云区                     百度云工业AI质检业务运营产品经理(J58857)  20-40k·16薪   \n",
       " 28      广州                          eWMS Product Manager  30-50k·14薪   \n",
       " 29      广州                                          产品经理  20-25k·16薪   \n",
       " 30      广州                                游戏高级美术PM（大厂正编）  20-35k·16薪   \n",
       " 31      广州                              Product Manager       25-30k   \n",
       " 32  广州-番禺区                        CRM实施顾问&项目经理PM(J12971)      11-22k   \n",
       " 33  广州-黄埔区                            微生物检测产品经理（制药行业/双休）  15-20k·16薪   \n",
       " 34  广州-海珠区                                        硬件产品经理  30-50k·14薪   \n",
       " 35  广州-白云区                                        产品策划经理      15-25k   \n",
       " 36  广州-天河区                        项目发行PM（二次元） (MJ000855)  20-28k·13薪   \n",
       " 37  广州-天河区                                        数字营销PM        薪资面议   \n",
       " 38      广州                                          活动PM        薪资面议   \n",
       " 39  广州-海珠区                                          游戏PM  15-30k·13薪   \n",
       " \n",
       "    job.refreshTime job.jobId  ... recruiter.recruiterName  \\\n",
       " 0   20230621091013  56376837  ...                     王先生   \n",
       " 1   20230616103702  58956493  ...                     黄女士   \n",
       " 2   20230620093052  33787845  ...                     谢女士   \n",
       " 3   20230621113158  50965433  ...                     吴女士   \n",
       " 4   20230410215438  57679297  ...                     樊女士   \n",
       " 5   20230624101138  46856955  ...                     周先生   \n",
       " 6   20230428143658  58215521  ...                     张先生   \n",
       " 7   20230621113158  57794503  ...                     吴女士   \n",
       " 8   20230620082118  57223711  ...                     程先生   \n",
       " 9   20230619103414  58733143  ...                     李女士   \n",
       " 10  20230608172448  46215899  ...                     戴先生   \n",
       " 11  20230609172939  46870615  ...                     郭女士   \n",
       " 12  20230624105147  56876529  ...                     王女士   \n",
       " 13  20230619115334  57513943  ...                     谢女士   \n",
       " 14  20230602115342  35923437  ...                     陈女士   \n",
       " 15  20230614105714  59317515  ...                     王女士   \n",
       " 16  20230616173005  30477665  ...               Keli Tang   \n",
       " 17  20230411142619  45187159  ...                     宋女士   \n",
       " 18  20230607171157  58870277  ...                     黄女士   \n",
       " 19  20230221094711  56295007  ...                     黎先生   \n",
       " 20  20230413114524  44978805  ...                     林先生   \n",
       " 21  20210913204744  43037645  ...                     张先生   \n",
       " 22  20221116184947  50466807  ...                     陈先生   \n",
       " 23  20230206112123  55829685  ...                     林女士   \n",
       " 24  20230607104618  46777103  ...                     卿女士   \n",
       " 25  20230321153342  57157157  ...                     刘先生   \n",
       " 26  20230619115334  58584023  ...                     谢女士   \n",
       " 27  20230606111659  59110045  ...                     贾女士   \n",
       " 28  20230524161531  46414125  ...                     陈女士   \n",
       " 29  20230609165939  46869011  ...                     宗先生   \n",
       " 30  20230602143605  46659839  ...                     叶女士   \n",
       " 31  20230621104001  45177357  ...                     孙女士   \n",
       " 32  20230329180701  57403583  ...                     俞女士   \n",
       " 33  20230606134705  59115121  ...                     陈女士   \n",
       " 34  20230425143147  45327891  ...                     唐女士   \n",
       " 35  20230520104442  55992453  ...                     郑先生   \n",
       " 36  20220928174530  48905275  ...                     唐女士   \n",
       " 37  20200728103437  23154709  ...                     刘女士   \n",
       " 38  20210615114605  25415919  ...                     刘女士   \n",
       " 39  20200921191755  31935443  ...                     邱女士   \n",
       " \n",
       "    recruiter.recruiterTitle          recruiter.recruiterPhoto comp.compScale  \\\n",
       " 0              人力资源伙伴(HRBP)   5f8f986aea60860b75384fab08u.jpg       100-499人   \n",
       " 1                        HR   5f8f9865ea60860b75384fa508u.jpg       500-999人   \n",
       " 2                    连接器工程师   5f8f9866dfb13a7dee342f1808u.jpg       10000人以上   \n",
       " 3                HR Officer   5f8f98648dbe6273dcf8515508u.jpg         50-99人   \n",
       " 4                       HRM   5f8f9863f6d1ab58476f246a08u.jpg       100-499人   \n",
       " 5                      猎头顾问   6231b0d9da1d3077a00fb14c01u.png       10000人以上   \n",
       " 6                    人力资源专员   5f8f986aea60860b75384fab08u.jpg       10000人以上   \n",
       " 7                HR Officer   5f8f98648dbe6273dcf8515508u.jpg         50-99人   \n",
       " 8                      招聘专家   63a46574fd38b10039f0b94b05u.png       100-499人   \n",
       " 9                        HR   5f8f986779c7cc70efbf36c008u.jpg       500-999人   \n",
       " 10                     猎头顾问   5f8fa3a6f6d1ab58476f322808u.png       10000人以上   \n",
       " 11                     猎头顾问   628e2c897f51e2499cd1bfbf04u.jpg       100-499人   \n",
       " 12                   人力资源专员   5f8f98648dbe6273dcf8515508u.jpg    5000-10000人   \n",
       " 13                   人力资源经理   5f8f9863f6d1ab58476f246a08u.jpg       500-999人   \n",
       " 14                       HR   5f8f9863f6d1ab58476f246a08u.jpg       100-499人   \n",
       " 15                  人力资源副经理   5f8f9863f6d1ab58476f246a08u.jpg       100-499人   \n",
       " 16                     HRBP   5f8f9865ea60860b75384fa508u.jpg          1-49人   \n",
       " 17                     猎头顾问   6100c9081d756a75997a266703u.jpg     2000-5000人   \n",
       " 18                   HRBP经理   5f8f9863f6d1ab58476f246a08u.jpg     1000-2000人   \n",
       " 19                     招聘主管   5f8f9868f6d1ab58476f24a008u.jpg    5000-10000人   \n",
       " 20                     猎头顾问   62f7aab56555120790d6013103u.png       10000人以上   \n",
       " 21                      112   5f8f986aea60860b75384fab08u.jpg     2000-5000人   \n",
       " 22                            5f8f9868f6d1ab58476f24a008u.jpg     2000-5000人   \n",
       " 23               人力资源业务合作伙伴   5f8f98648dbe6273dcf8515508u.jpg     2000-5000人   \n",
       " 24                     猎头顾问   62a84fdfe9fa0e1ff408683002u.png       500-999人   \n",
       " 25               高级医学信息沟通专员   5f8f986aea60860b75384fab08u.jpg     2000-5000人   \n",
       " 26                   人力资源经理   5f8f9863f6d1ab58476f246a08u.jpg       500-999人   \n",
       " 27                recruiter   5f8f9866dfb13a7dee342f1808u.jpg       10000人以上   \n",
       " 28                     猎头顾问   6400c9110fa75b6cd95be96806u.png       10000人以上   \n",
       " 29                     猎头顾问   648182a39830432e905baf2d04u.png       100-499人   \n",
       " 30                     猎头顾问   637c93b834e8df2c1c647b1602u.png       10000人以上   \n",
       " 31                     猎头顾问  6321be3095ee1c04143439eb01u.jpeg     2000-5000人   \n",
       " 32                       HR   601baaab60c8320221e3c1d902u.png       10000人以上   \n",
       " 33                            5f8f98648dbe6273dcf8515508u.jpg       100-499人   \n",
       " 34                     猎头顾问   5f8fa3bddfb13a7dee343d7608u.png          1-49人   \n",
       " 35                      HRM   5f8f9868f6d1ab58476f24a008u.jpg     1000-2000人   \n",
       " 36                            5f8f986779c7cc70efbf36c008u.jpg       500-999人   \n",
       " 37               Consultant   5f8f9863f6d1ab58476f246a08u.jpg     2000-5000人   \n",
       " 38               Consultant   5f8f9863f6d1ab58476f246a08u.jpg     2000-5000人   \n",
       " 39                   人力资源管理   62903e4ce4c190153f6f304c06u.jpg     1000-2000人   \n",
       " \n",
       "        comp.compName  comp.compId comp.compIndustry comp.compStage  \\\n",
       " 0               盈米基金    9954019.0          基金/证券/期货             B轮   \n",
       " 1     卡尔蔡司光学(广州)有限公司    7977404.0             批发/零售          融资未公开   \n",
       " 2               得意电子    7892168.0       电子/半导体/集成电路            NaN   \n",
       " 3               仙婷集团    8112968.0            贸易/进出口            NaN   \n",
       " 4     广州市新目标电子商务有限公司   13315477.0              IT服务            NaN   \n",
       " 5           大型制药集团公司          NaN           制药/生物工程            已上市   \n",
       " 6             复星医药集团    7023768.0                制药            已上市   \n",
       " 7               仙婷集团    8112968.0            贸易/进出口            NaN   \n",
       " 8         文远知行WeRide    9491766.0              人工智能             D轮   \n",
       " 9            辉柏嘉(中国)    8094471.0           办公用品/设备            NaN   \n",
       " 10      某广州大型计算机软件公司          NaN             计算机软件          融资未公开   \n",
       " 11   某广州广告/公关/会展上市公司          NaN          广告/公关/会展            已上市   \n",
       " 12               丹纳赫    8506529.0              医疗器械            NaN   \n",
       " 13              曼秀雷敦    2061455.0                日化            NaN   \n",
       " 14     广东环凯微生物科技有限公司    7932064.0                制药          融资未公开   \n",
       " 15  广东因赛品牌营销集团股份有限公司    9146475.0          广告/公关/会展         沪深A股上市   \n",
       " 16      即能科技(广州)有限公司    9283329.0            专业技术服务            NaN   \n",
       " 17         某国内大型日化公司          NaN                日化          融资未公开   \n",
       " 18      嫚熙控股(广州)有限公司    9660700.0               互联网            NaN   \n",
       " 19              润建股份    7863327.0              通信设备         沪深A股上市   \n",
       " 20   某广州大型食品/饮料/酒水公司          NaN          食品/饮料/酒水          融资未公开   \n",
       " 21              汇丰软件    2664546.0             计算机软件             其他   \n",
       " 22             斯凯奇中国   13032765.0          服装/纺织/皮革            NaN   \n",
       " 23             斯凯奇中国   13032765.0          服装/纺织/皮革            NaN   \n",
       " 24       某北京医疗器械上市公司          NaN              医疗器械            已上市   \n",
       " 25              康方生物    8275623.0                制药           港股上市   \n",
       " 26              曼秀雷敦    2061455.0                日化            NaN   \n",
       " 27             Baidu     884492.0               互联网           美股上市   \n",
       " 28         某广州大型日化公司          NaN                日化          融资未公开   \n",
       " 29      某天津电气机械/器材公司          NaN           电气机械/器材          融资未公开   \n",
       " 30      某广州大型计算机软件公司          NaN             计算机软件          融资未公开   \n",
       " 31        某国内大型快消品公司          NaN                日化          融资未公开   \n",
       " 32    上海汉得信息技术股份有限公司    8361671.0               互联网            已上市   \n",
       " 33     广东环凯微生物科技有限公司    7932064.0                制药          融资未公开   \n",
       " 34      某广州电气机械/器材公司          NaN           电气机械/器材            NaN   \n",
       " 35      嫚熙控股(广州)有限公司    9660700.0               互联网            NaN   \n",
       " 36              广州百田     803274.0                游戏            已上市   \n",
       " 37         恩梯梯数据(中国)    6629285.0              IT服务            NaN   \n",
       " 38         恩梯梯数据(中国)    6629285.0              IT服务            NaN   \n",
       " 39      英雄互娱科技股份有限公司    8307104.0                游戏          科创板上市   \n",
       " \n",
       "                       comp.compLogo                                 comp.link  \n",
       " 0   5e38f3e729d83a67544619cd08u.jpg   https://www.liepin.com/company/9954019/  \n",
       " 1   648fbf95b7732f1e292621c406u.png   https://www.liepin.com/company/7977404/  \n",
       " 2   5bfe982174719df0ac995ebc03a.png   https://www.liepin.com/company/7892168/  \n",
       " 3   6274ee6d04a5ff469b10880402u.png   https://www.liepin.com/company/8112968/  \n",
       " 4   61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/13315477/  \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 6   5bfe9d4974719d2aa34b5ab303a.png   https://www.liepin.com/company/7023768/  \n",
       " 7   6274ee6d04a5ff469b10880402u.png   https://www.liepin.com/company/8112968/  \n",
       " 8   60a497de907306298575785f03u.png   https://www.liepin.com/company/9491766/  \n",
       " 9   5fdc38169b3439706a19fd5901u.png   https://www.liepin.com/company/8094471/  \n",
       " 10  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 12  5952237b7032381b6822192505a.jpg   https://www.liepin.com/company/8506529/  \n",
       " 13  555c2acba3109367c320a8c601a.png   https://www.liepin.com/company/2061455/  \n",
       " 14  5bfe8edd74719d35745a548603a.png   https://www.liepin.com/company/7932064/  \n",
       " 15  5bfe9d9f74719d2aa34b6af203a.png   https://www.liepin.com/company/9146475/  \n",
       " 16  59dc78457832e11b880f044c05a.png   https://www.liepin.com/company/9283329/  \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 18  5f30a76e556e7a7b1280cc3006u.png   https://www.liepin.com/company/9660700/  \n",
       " 19  5cc116c89fae687d43343d7308u.png   https://www.liepin.com/company/7863327/  \n",
       " 20  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 21  5bfe92c174719d9f609a7b9603a.png   https://www.liepin.com/company/2664546/  \n",
       " 22  628c584cb244352e0e92248608u.png  https://www.liepin.com/company/13032765/  \n",
       " 23  628c584cb244352e0e92248608u.png  https://www.liepin.com/company/13032765/  \n",
       " 24  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 25  5bfe916674719d35745ad29703a.png   https://www.liepin.com/company/8275623/  \n",
       " 26  555c2acba3109367c320a8c601a.png   https://www.liepin.com/company/2061455/  \n",
       " 27  5bfe93af74719d9f609aaaef03a.png    https://www.liepin.com/company/884492/  \n",
       " 28  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 29  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 32  5ed700f4ec4db462f82e4ddf01u.png   https://www.liepin.com/company/8361671/  \n",
       " 33  5bfe8edd74719d35745a548603a.png   https://www.liepin.com/company/7932064/  \n",
       " 34  60e2fe0bf3df194a3c48adb502u.png                                            \n",
       " 35  5f30a76e556e7a7b1280cc3006u.png   https://www.liepin.com/company/9660700/  \n",
       " 36  5ff42565bebf7311a41e860005u.png    https://www.liepin.com/company/803274/  \n",
       " 37  5bfea15d74719d2aa34c24f803a.png   https://www.liepin.com/company/6629285/  \n",
       " 38  5bfea15d74719d2aa34c24f803a.png   https://www.liepin.com/company/6629285/  \n",
       " 39  616e7903bbe0bb0ec5705fe401u.png   https://www.liepin.com/company/8307104/  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
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       " 1   %7B%22as_from%22%3A%22search_prime%22%2C%22d_c...   \n",
       " 2   %7B%22as_from%22%3A%22search_prime%22%2C%22d_c...   \n",
       " 3   %7B%22as_from%22%3A%22search_prime%22%2C%22d_c...   \n",
       " 4   %7B%22as_from%22%3A%22search_prime%22%2C%22d_c...   \n",
       " 5   %7B%22as_from%22%3A%22search_prime%22%2C%22d_c...   \n",
       " 6   %7B%22as_from%22%3A%22search_prime%22%2C%22d_c...   \n",
       " 7   %7B%22as_from%22%3A%22search_prime%22%2C%22d_c...   \n",
       " 8   %7B%22as_from%22%3A%22search_prime%22%2C%22d_c...   \n",
       " 9   %7B%22as_from%22%3A%22search_prime%22%2C%22d_c...   \n",
       " 10  %7B%22as_from%22%3A%22search_prime%22%2C%22d_c...   \n",
       " 11  %7B%22as_from%22%3A%22search_prime%22%2C%22d_c...   \n",
       " 12  %7B%22as_from%22%3A%22search_prime%22%2C%22d_c...   \n",
       " 13  %7B%22as_from%22%3A%22search_prime%22%2C%22d_c...   \n",
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       " 19  %7B%22as_from%22%3A%22search_prime%22%2C%22d_c...   \n",
       " 20  %7B%22as_from%22%3A%22search_prime%22%2C%22d_c...   \n",
       " 21  %7B%22as_from%22%3A%22search_prime%22%2C%22d_c...   \n",
       " 22  %7B%22as_from%22%3A%22search_prime%22%2C%22d_c...   \n",
       " 23  %7B%22as_from%22%3A%22search_prime%22%2C%22d_c...   \n",
       " 24  %7B%22as_from%22%3A%22search_prime%22%2C%22d_c...   \n",
       " 25  %7B%22as_from%22%3A%22search_prime%22%2C%22d_c...   \n",
       " 26  %7B%22as_from%22%3A%22search_prime%22%2C%22d_c...   \n",
       " 27  %7B%22as_from%22%3A%22search_prime%22%2C%22d_c...   \n",
       " 28  %7B%22as_from%22%3A%22search_prime%22%2C%22d_c...   \n",
       " 29  %7B%22as_from%22%3A%22search_prime%22%2C%22d_c...   \n",
       " 30  %7B%22as_from%22%3A%22search_prime%22%2C%22d_c...   \n",
       " 31  %7B%22as_from%22%3A%22search_prime%22%2C%22d_c...   \n",
       " 32  %7B%22as_from%22%3A%22search_prime%22%2C%22d_c...   \n",
       " 33  %7B%22as_from%22%3A%22search_prime%22%2C%22d_c...   \n",
       " 34  %7B%22as_from%22%3A%22search_prime%22%2C%22d_c...   \n",
       " 35  %7B%22as_from%22%3A%22search_prime%22%2C%22d_c...   \n",
       " 36  %7B%22as_from%22%3A%22search_prime%22%2C%22d_c...   \n",
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       " 39  %7B%22as_from%22%3A%22search_prime%22%2C%22d_c...   \n",
       " \n",
       "                                            dataParams  \\\n",
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       " 1   {\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u...   \n",
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       " 29  {\"recruiterPhoto\":\"6321be3095ee1c04143439eb01u...   \n",
       " 30  {\"recruiterPhoto\":\"6400c9110fa75b6cd95be96806u...   \n",
       " 31  {\"recruiterPhoto\":\"637c93b834e8df2c1c647b1602u...   \n",
       " 32  {\"recruiterPhoto\":\"648182a39830432e905baf2d04u...   \n",
       " 33  {\"recruiterPhoto\":\"601baaab60c8320221e3c1d902u...   \n",
       " 34  {\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u...   \n",
       " 35  {\"recruiterPhoto\":\"5f8fa3bddfb13a7dee343d7608u...   \n",
       " 36  {\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u...   \n",
       " 37  {\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u...   \n",
       " 38  {\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u...   \n",
       " 39  {\"recruiterPhoto\":\"62903e4ce4c190153f6f304c06u...   \n",
       " \n",
       "                                            job.labels  job.dq job.jobKind  \\\n",
       " 0   [客户端产品, 工具产品, 供应链产品, 基金产品, IT互联网, 金融理财/贷款, to ...      广州           2   \n",
       " 1                                                  []      广州           2   \n",
       " 2                                                  []  广州-天河区           2   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  广州-天河区           2   \n",
       " 4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]  广州-番禺区           2   \n",
       " 5                                [中央市场产品经理经验, 区域推广经验]      广州           1   \n",
       " 6                                            [神外, 医生]  广州-越秀区           2   \n",
       " 7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...  广州-天河区           2   \n",
       " 8   [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 交互设计, 市...      广州           2   \n",
       " 9                                                  []  广州-南沙区           2   \n",
       " 10                                             [游戏行业]  广州-天河区           1   \n",
       " 11                                   [产品设计, AI人工智能产品]      广州           1   \n",
       " 12                                                 []  广州-天河区           2   \n",
       " 13                                                 []  广州-天河区           2   \n",
       " 14  [AI人工智能产品, 内容产品, 商业产品, 人工智能, to C, IT互联网, to G...  广州-番禺区           2   \n",
       " 15  [策略产品, 平台产品, 数据产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...  广州-天河区           2   \n",
       " 16  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...  广州-越秀区           2   \n",
       " 17                                   [化妆品, 消费品, 产品开发]      广州           1   \n",
       " 18                       [产品策略, 爆品, 母婴, 美妆, 产品策划, 电商]  广州-白云区           2   \n",
       " 19                                             [to C]      广州           1   \n",
       " 20                                                 []      广州           2   \n",
       " 21                                                 []      广州           2   \n",
       " 22                                 [商品管理, 产品企划, 商品运营]  广州-天河区           2   \n",
       " 23                                                 []  广州-天河区           2   \n",
       " 24                                             [医院器械]      广州           1   \n",
       " 25                                             [泌尿外科]  广州-越秀区           2   \n",
       " 26                                                 []  广州-天河区           2   \n",
       " 27                                                 []  广州-白云区           2   \n",
       " 28                                             [品牌策划]  广州-白云区           2   \n",
       " 29                                 [市场营销, 产品管理, 产品开发]      广州           1   \n",
       " 30                                             [to C]      广州           1   \n",
       " 31                                      [游戏产品, MMO游戏]      广州           1   \n",
       " 32                                                 []      广州           1   \n",
       " 33  [CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, 服务业, 批发/零售, I...  广州-番禺区           2   \n",
       " 34                       [市场洞察, 拓展培训, 团队管理, 销售管理, 出差]  广州-黄埔区           2   \n",
       " 35                                                 []  广州-海珠区           1   \n",
       " 36                                [产品优化, 二次元在研, 项目管理]  广州-天河区           2   \n",
       " 37                                             [增长产品]      广州           2   \n",
       " 38                                                 []  广州-天河区           2   \n",
       " 39                                             [数据分析]  广州-海珠区           2   \n",
       " \n",
       "     job.salary job.jobId  job.advViewFlag  job.topJob job.refreshTime  ...  \\\n",
       " 0   15-30k·15薪  56376837             True        True  20230621091013  ...   \n",
       " 1         薪资面议  58733143             True        True  20230619103414  ...   \n",
       " 2   18-25k·14薪  58956493             True        True  20230616103702  ...   \n",
       " 3         薪资面议  50965433            False       False  20230621113158  ...   \n",
       " 4       20-25k  57679297            False       False  20230410215438  ...   \n",
       " 5   25-30k·14薪  46856955            False       False  20230624101138  ...   \n",
       " 6   12-15k·15薪  58215521            False       False  20230428143658  ...   \n",
       " 7         薪资面议  57794503            False       False  20230621113158  ...   \n",
       " 8   25-40k·15薪  57223711            False       False  20230620082118  ...   \n",
       " 9   10-20k·14薪  33787845            False       False  20230620093052  ...   \n",
       " 10  20-35k·14薪  46215899            False       False  20230608172448  ...   \n",
       " 11      12-24k  46870615            False       False  20230609172939  ...   \n",
       " 12  20-40k·13薪  56876529            False       False  20230624105147  ...   \n",
       " 13  15-25k·13薪  57513943            False       False  20230619115334  ...   \n",
       " 14      20-35k  59317515            False       False  20230614105714  ...   \n",
       " 15       6-10k  56295007            False       False  20230221094711  ...   \n",
       " 16  18-40k·14薪  30477665            False       False  20230616173005  ...   \n",
       " 17  18-30k·13薪  45187159            False       False  20230411142619  ...   \n",
       " 18      18-30k  58870277            False       False  20230607171157  ...   \n",
       " 19  20-40k·15薪  44978805            False       False  20230413114524  ...   \n",
       " 20      12-30k  35923437            False       False  20230602115342  ...   \n",
       " 21        薪资面议  43037645            False       False  20210913204744  ...   \n",
       " 22  14-28k·16薪  50466807            False       False  20221116184947  ...   \n",
       " 23      15-25k  55829685            False       False  20230206112123  ...   \n",
       " 24  30-40k·15薪  46777103            False       False  20230607104618  ...   \n",
       " 25  25-30k·14薪  57157157            False       False  20230321153342  ...   \n",
       " 26  20-30k·13薪  58584023            False       False  20230619115334  ...   \n",
       " 27  20-40k·16薪  59110045            False       False  20230606111659  ...   \n",
       " 28      15-25k  55992453            False       False  20230520104442  ...   \n",
       " 29      25-30k  45177357            False       False  20230621104001  ...   \n",
       " 30  30-50k·14薪  46414125            False       False  20230524161531  ...   \n",
       " 31  20-35k·16薪  46659839            False       False  20230602143605  ...   \n",
       " 32  20-25k·16薪  46869011            False       False  20230609165939  ...   \n",
       " 33      11-22k  57403583            False       False  20230329180701  ...   \n",
       " 34  15-20k·16薪  59115121            False       False  20230606134705  ...   \n",
       " 35  30-50k·14薪  45327891            False       False  20230425143147  ...   \n",
       " 36  20-28k·13薪  48905275            False       False  20220928174530  ...   \n",
       " 37        薪资面议  25415919            False       False  20210615114605  ...   \n",
       " 38        薪资面议  23154709            False       False  20200728103437  ...   \n",
       " 39  15-30k·13薪  31935443            False       False  20200921191755  ...   \n",
       " \n",
       "    recruiter.chatted recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       " 0              False                     王先生             人力资源伙伴(HRBP)   \n",
       " 1              False                     李女士                       HR   \n",
       " 2              False                     黄女士                       HR   \n",
       " 3              False                     吴女士               HR Officer   \n",
       " 4              False                     樊女士                      HRM   \n",
       " 5              False                     周先生                     猎头顾问   \n",
       " 6              False                     张先生                   人力资源专员   \n",
       " 7              False                     吴女士               HR Officer   \n",
       " 8              False                     程先生                     招聘专家   \n",
       " 9              False                     谢女士                   连接器工程师   \n",
       " 10             False                     戴先生                     猎头顾问   \n",
       " 11             False                     郭女士                     猎头顾问   \n",
       " 12             False                     王女士                   人力资源专员   \n",
       " 13             False                     谢女士                   人力资源经理   \n",
       " 14             False                     王女士                  人力资源副经理   \n",
       " 15             False                     黎先生                     招聘主管   \n",
       " 16             False               Keli Tang                     HRBP   \n",
       " 17             False                     宋女士                     猎头顾问   \n",
       " 18             False                     黄女士                   HRBP经理   \n",
       " 19             False                     林先生                     猎头顾问   \n",
       " 20             False                     陈女士                       HR   \n",
       " 21             False                     张先生                      112   \n",
       " 22             False                     陈先生                            \n",
       " 23             False                     林女士               人力资源业务合作伙伴   \n",
       " 24             False                     卿女士                     猎头顾问   \n",
       " 25             False                     刘先生               高级医学信息沟通专员   \n",
       " 26             False                     谢女士                   人力资源经理   \n",
       " 27             False                     贾女士                recruiter   \n",
       " 28             False                     郑先生                      HRM   \n",
       " 29             False                     孙女士                     猎头顾问   \n",
       " 30             False                     陈女士                     猎头顾问   \n",
       " 31             False                     叶女士                     猎头顾问   \n",
       " 32             False                     宗先生                     猎头顾问   \n",
       " 33             False                     俞女士                       HR   \n",
       " 34             False                     陈女士                            \n",
       " 35             False                     唐女士                     猎头顾问   \n",
       " 36             False                     唐女士                            \n",
       " 37             False                     刘女士               Consultant   \n",
       " 38             False                     刘女士               Consultant   \n",
       " 39             False                     邱女士                   人力资源管理   \n",
       " \n",
       "    comp.compScale     comp.compName comp.compStage  \\\n",
       " 0        100-499人              盈米基金             B轮   \n",
       " 1        500-999人           辉柏嘉(中国)            NaN   \n",
       " 2        500-999人    卡尔蔡司光学(广州)有限公司          融资未公开   \n",
       " 3          50-99人              仙婷集团            NaN   \n",
       " 4        100-499人    广州市新目标电子商务有限公司            NaN   \n",
       " 5        10000人以上          大型制药集团公司            已上市   \n",
       " 6        10000人以上            复星医药集团            已上市   \n",
       " 7          50-99人              仙婷集团            NaN   \n",
       " 8        100-499人        文远知行WeRide             D轮   \n",
       " 9        10000人以上              得意电子            NaN   \n",
       " 10       10000人以上      某广州大型计算机软件公司          融资未公开   \n",
       " 11       100-499人   某广州广告/公关/会展上市公司            已上市   \n",
       " 12    5000-10000人               丹纳赫            NaN   \n",
       " 13       500-999人              曼秀雷敦            NaN   \n",
       " 14       100-499人  广东因赛品牌营销集团股份有限公司         沪深A股上市   \n",
       " 15    5000-10000人              润建股份         沪深A股上市   \n",
       " 16          1-49人      即能科技(广州)有限公司            NaN   \n",
       " 17     2000-5000人         某国内大型日化公司          融资未公开   \n",
       " 18     1000-2000人      嫚熙控股(广州)有限公司            NaN   \n",
       " 19       10000人以上   某广州大型食品/饮料/酒水公司          融资未公开   \n",
       " 20       100-499人     广东环凯微生物科技有限公司          融资未公开   \n",
       " 21     2000-5000人              汇丰软件             其他   \n",
       " 22     2000-5000人             斯凯奇中国            NaN   \n",
       " 23     2000-5000人             斯凯奇中国            NaN   \n",
       " 24       500-999人       某北京医疗器械上市公司            已上市   \n",
       " 25     2000-5000人              康方生物           港股上市   \n",
       " 26       500-999人              曼秀雷敦            NaN   \n",
       " 27       10000人以上             Baidu           美股上市   \n",
       " 28     1000-2000人      嫚熙控股(广州)有限公司            NaN   \n",
       " 29     2000-5000人        某国内大型快消品公司          融资未公开   \n",
       " 30       10000人以上         某广州大型日化公司          融资未公开   \n",
       " 31       10000人以上      某广州大型计算机软件公司          融资未公开   \n",
       " 32       100-499人      某天津电气机械/器材公司          融资未公开   \n",
       " 33       10000人以上    上海汉得信息技术股份有限公司            已上市   \n",
       " 34       100-499人     广东环凯微生物科技有限公司          融资未公开   \n",
       " 35          1-49人      某广州电气机械/器材公司            NaN   \n",
       " 36       500-999人              广州百田            已上市   \n",
       " 37     2000-5000人         恩梯梯数据(中国)            NaN   \n",
       " 38     2000-5000人         恩梯梯数据(中国)            NaN   \n",
       " 39     1000-2000人      英雄互娱科技股份有限公司          科创板上市   \n",
       " \n",
       "                       comp.compLogo comp.compId  \\\n",
       " 0   5e38f3e729d83a67544619cd08u.jpg   9954019.0   \n",
       " 1   5fdc38169b3439706a19fd5901u.png   8094471.0   \n",
       " 2   648fbf95b7732f1e292621c406u.png   7977404.0   \n",
       " 3   6274ee6d04a5ff469b10880402u.png   8112968.0   \n",
       " 4   61b07937d0458d53c627567e02u.jpg  13315477.0   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 6   5bfe9d4974719d2aa34b5ab303a.png   7023768.0   \n",
       " 7   6274ee6d04a5ff469b10880402u.png   8112968.0   \n",
       " 8   60a497de907306298575785f03u.png   9491766.0   \n",
       " 9   5bfe982174719df0ac995ebc03a.png   7892168.0   \n",
       " 10  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 12  5952237b7032381b6822192505a.jpg   8506529.0   \n",
       " 13  555c2acba3109367c320a8c601a.png   2061455.0   \n",
       " 14  5bfe9d9f74719d2aa34b6af203a.png   9146475.0   \n",
       " 15  5cc116c89fae687d43343d7308u.png   7863327.0   \n",
       " 16  59dc78457832e11b880f044c05a.png   9283329.0   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 18  5f30a76e556e7a7b1280cc3006u.png   9660700.0   \n",
       " 19  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 20  5bfe8edd74719d35745a548603a.png   7932064.0   \n",
       " 21  5bfe92c174719d9f609a7b9603a.png   2664546.0   \n",
       " 22  628c584cb244352e0e92248608u.png  13032765.0   \n",
       " 23  628c584cb244352e0e92248608u.png  13032765.0   \n",
       " 24  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 25  5bfe916674719d35745ad29703a.png   8275623.0   \n",
       " 26  555c2acba3109367c320a8c601a.png   2061455.0   \n",
       " 27  5bfe93af74719d9f609aaaef03a.png    884492.0   \n",
       " 28  5f30a76e556e7a7b1280cc3006u.png   9660700.0   \n",
       " 29  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 33  5ed700f4ec4db462f82e4ddf01u.png   8361671.0   \n",
       " 34  5bfe8edd74719d35745a548603a.png   7932064.0   \n",
       " 35  60e2fe0bf3df194a3c48adb502u.png         NaN   \n",
       " 36  5ff42565bebf7311a41e860005u.png    803274.0   \n",
       " 37  5bfea15d74719d2aa34c24f803a.png   6629285.0   \n",
       " 38  5bfea15d74719d2aa34c24f803a.png   6629285.0   \n",
       " 39  616e7903bbe0bb0ec5705fe401u.png   8307104.0   \n",
       " \n",
       "                                    comp.link comp.compIndustry  \n",
       " 0    https://www.liepin.com/company/9954019/          基金/证券/期货  \n",
       " 1    https://www.liepin.com/company/8094471/           办公用品/设备  \n",
       " 2    https://www.liepin.com/company/7977404/             批发/零售  \n",
       " 3    https://www.liepin.com/company/8112968/            贸易/进出口  \n",
       " 4   https://www.liepin.com/company/13315477/              IT服务  \n",
       " 5                                                      制药/生物工程  \n",
       " 6    https://www.liepin.com/company/7023768/                制药  \n",
       " 7    https://www.liepin.com/company/8112968/            贸易/进出口  \n",
       " 8    https://www.liepin.com/company/9491766/              人工智能  \n",
       " 9    https://www.liepin.com/company/7892168/       电子/半导体/集成电路  \n",
       " 10                                                       计算机软件  \n",
       " 11                                                    广告/公关/会展  \n",
       " 12   https://www.liepin.com/company/8506529/              医疗器械  \n",
       " 13   https://www.liepin.com/company/2061455/                日化  \n",
       " 14   https://www.liepin.com/company/9146475/          广告/公关/会展  \n",
       " 15   https://www.liepin.com/company/7863327/              通信设备  \n",
       " 16   https://www.liepin.com/company/9283329/            专业技术服务  \n",
       " 17                                                          日化  \n",
       " 18   https://www.liepin.com/company/9660700/               互联网  \n",
       " 19                                                    食品/饮料/酒水  \n",
       " 20   https://www.liepin.com/company/7932064/                制药  \n",
       " 21   https://www.liepin.com/company/2664546/             计算机软件  \n",
       " 22  https://www.liepin.com/company/13032765/          服装/纺织/皮革  \n",
       " 23  https://www.liepin.com/company/13032765/          服装/纺织/皮革  \n",
       " 24                                                        医疗器械  \n",
       " 25   https://www.liepin.com/company/8275623/                制药  \n",
       " 26   https://www.liepin.com/company/2061455/                日化  \n",
       " 27    https://www.liepin.com/company/884492/               互联网  \n",
       " 28   https://www.liepin.com/company/9660700/               互联网  \n",
       " 29                                                          日化  \n",
       " 30                                                          日化  \n",
       " 31                                                       计算机软件  \n",
       " 32                                                     电气机械/器材  \n",
       " 33   https://www.liepin.com/company/8361671/               互联网  \n",
       " 34   https://www.liepin.com/company/7932064/                制药  \n",
       " 35                                                     电气机械/器材  \n",
       " 36    https://www.liepin.com/company/803274/                游戏  \n",
       " 37   https://www.liepin.com/company/6629285/              IT服务  \n",
       " 38   https://www.liepin.com/company/6629285/              IT服务  \n",
       " 39   https://www.liepin.com/company/8307104/                游戏  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"王先生\",\"userId\":\"4e54ac2e3b974...   \n",
       " 1   {\"recruiterName\":\"黄女士\",\"userId\":\"df48f523e5944...   \n",
       " 2   {\"recruiterName\":\"谢女士\",\"userId\":\"dabc492e5cee9...   \n",
       " 3   {\"recruiterName\":\"吴女士\",\"userId\":\"14799e1bef289...   \n",
       " 4   {\"recruiterName\":\"樊女士\",\"userId\":\"74207202b9a18...   \n",
       " 5   {\"recruiterName\":\"周先生\",\"userId\":\"e2bbf25c0098d...   \n",
       " 6   {\"recruiterName\":\"张先生\",\"userId\":\"5445ba45a2189...   \n",
       " 7   {\"recruiterName\":\"吴女士\",\"userId\":\"14799e1bef289...   \n",
       " 8   {\"recruiterName\":\"程先生\",\"userId\":\"1147dd557533b...   \n",
       " 9   {\"recruiterName\":\"李女士\",\"userId\":\"32232aca46ec9...   \n",
       " 10  {\"recruiterName\":\"戴先生\",\"userId\":\"6ead9a9d40a95...   \n",
       " 11  {\"recruiterName\":\"郭女士\",\"userId\":\"69b90c10c8cbe...   \n",
       " 12  {\"recruiterName\":\"王女士\",\"userId\":\"57a52ed73fed1...   \n",
       " 13  {\"recruiterName\":\"谢女士\",\"userId\":\"ccfed7449a759...   \n",
       " 14  {\"recruiterName\":\"王女士\",\"userId\":\"f0d591207ba75...   \n",
       " 15  {\"recruiterName\":\"黎先生\",\"userId\":\"ed79e9abb562c...   \n",
       " 16  {\"recruiterName\":\"Keli Tang\",\"userId\":\"8d90c26...   \n",
       " 17  {\"recruiterName\":\"宋女士\",\"userId\":\"375a1dfe17607...   \n",
       " 18  {\"recruiterName\":\"黄女士\",\"userId\":\"1b2d3c696b09c...   \n",
       " 19  {\"recruiterName\":\"林先生\",\"userId\":\"ec2448066ad5c...   \n",
       " 20  {\"recruiterName\":\"陈女士\",\"userId\":\"7f371db882206...   \n",
       " 21  {\"recruiterName\":\"张先生\",\"userId\":\"80a35acbf6b55...   \n",
       " 22  {\"recruiterName\":\"陈先生\",\"userId\":\"3466dbf14ff3a...   \n",
       " 23  {\"recruiterName\":\"林女士\",\"userId\":\"308332da68f59...   \n",
       " 24  {\"recruiterName\":\"卿女士\",\"userId\":\"aca7c12a2f1b1...   \n",
       " 25  {\"recruiterName\":\"刘先生\",\"userId\":\"22ab2b1a88769...   \n",
       " 26  {\"recruiterName\":\"谢女士\",\"userId\":\"ccfed7449a759...   \n",
       " 27  {\"recruiterName\":\"贾女士\",\"userId\":\"869f1f21925b0...   \n",
       " 28  {\"recruiterName\":\"郑先生\",\"userId\":\"71e39b9fa38c7...   \n",
       " 29  {\"recruiterName\":\"孙女士\",\"userId\":\"47227c6fbfcd9...   \n",
       " 30  {\"recruiterName\":\"陈女士\",\"userId\":\"2c100205c7eb2...   \n",
       " 31  {\"recruiterName\":\"叶女士\",\"userId\":\"0cb2b2501029d...   \n",
       " 32  {\"recruiterName\":\"宗先生\",\"userId\":\"056815c015a3c...   \n",
       " 33  {\"recruiterName\":\"俞女士\",\"userId\":\"77ca96ebd1c0d...   \n",
       " 34  {\"recruiterName\":\"陈女士\",\"userId\":\"0f80a6460fa3a...   \n",
       " 35  {\"recruiterName\":\"唐女士\",\"userId\":\"1d96d00cfe919...   \n",
       " 36  {\"recruiterName\":\"唐女士\",\"userId\":\"69bf0604ae10e...   \n",
       " 37  {\"recruiterName\":\"刘女士\",\"userId\":\"e8c70da123d6c...   \n",
       " 38  {\"recruiterName\":\"刘女士\",\"userId\":\"e8c70da123d6c...   \n",
       " 39  {\"recruiterName\":\"邱女士\",\"userId\":\"2b6b0643bf65c...   \n",
       " \n",
       "                                            job.labels job.jobId job.jobKind  \\\n",
       " 0   [客户端产品, 工具产品, 供应链产品, 基金产品, IT互联网, 金融理财/贷款, to ...  56376837           2   \n",
       " 1                                                  []  58956493           2   \n",
       " 2                                                  []  33787845           2   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  50965433           2   \n",
       " 4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]  57679297           2   \n",
       " 5                                [中央市场产品经理经验, 区域推广经验]  46856955           1   \n",
       " 6                                            [神外, 医生]  58215521           2   \n",
       " 7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...  57794503           2   \n",
       " 8   [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 交互设计, 市...  57223711           2   \n",
       " 9                                                  []  58733143           2   \n",
       " 10                                             [游戏行业]  46215899           1   \n",
       " 11                                   [产品设计, AI人工智能产品]  46870615           1   \n",
       " 12                                                 []  56876529           2   \n",
       " 13                                                 []  57513943           2   \n",
       " 14  [AI人工智能产品, 内容产品, 商业产品, 人工智能, to C, IT互联网, to G...  59317515           2   \n",
       " 15  [策略产品, 平台产品, 数据产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...  56295007           2   \n",
       " 16  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...  30477665           2   \n",
       " 17                                   [化妆品, 消费品, 产品开发]  45187159           1   \n",
       " 18                       [产品策略, 爆品, 母婴, 美妆, 产品策划, 电商]  58870277           2   \n",
       " 19                                             [to C]  44978805           1   \n",
       " 20                                                 []  35923437           2   \n",
       " 21                                                 []  43037645           2   \n",
       " 22                                 [商品管理, 产品企划, 商品运营]  50466807           2   \n",
       " 23                                                 []  55829685           2   \n",
       " 24                                             [医院器械]  46777103           1   \n",
       " 25                                             [泌尿外科]  57157157           2   \n",
       " 26                                                 []  58584023           2   \n",
       " 27                                                 []  59110045           2   \n",
       " 28                                             [品牌策划]  55992453           2   \n",
       " 29                                 [市场营销, 产品管理, 产品开发]  45177357           1   \n",
       " 30                                             [to C]  46414125           1   \n",
       " 31                                      [游戏产品, MMO游戏]  46659839           1   \n",
       " 32                                                 []  46869011           1   \n",
       " 33  [CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, 服务业, 批发/零售, I...  57403583           2   \n",
       " 34                       [市场洞察, 拓展培训, 团队管理, 销售管理, 出差]  59115121           2   \n",
       " 35                                                 []  45327891           1   \n",
       " 36                                [产品优化, 二次元在研, 项目管理]  48905275           2   \n",
       " 37                                             [增长产品]  25415919           2   \n",
       " 38                                                 []  23154709           2   \n",
       " 39                                             [数据分析]  31935443           2   \n",
       " \n",
       "     job.salary  job.dq                                     job.title  \\\n",
       " 0   15-30k·15薪      广州                              C端高级产品经理(J10043)   \n",
       " 1   18-25k·14薪  广州-天河区                     Product Marketing Manager   \n",
       " 2   10-20k·14薪  广州-南沙区                                    项目管理PM(广州)   \n",
       " 3         薪资面议  广州-天河区                   产品经理（化妆品原料）/Product Manager   \n",
       " 4       20-25k  广州-番禺区                           产品经理Product Manager   \n",
       " 5   25-30k·14薪      广州                                  产品经理PM（化药针剂）   \n",
       " 6   12-15k·15薪  广州-越秀区                神外产品销售经理 Product Sales Manager   \n",
       " 7         薪资面议  广州-天河区                             助理产品经理（化妆品原料）/APM   \n",
       " 8   25-40k·15薪      广州                                  自动驾驶（硬件）产品经理   \n",
       " 9         薪资面议      广州                                          产品经理   \n",
       " 10  20-35k·14薪  广州-天河区                                  高级产品PM（ARPG）   \n",
       " 11      12-24k      广州                                      AI营销产品经理   \n",
       " 12  20-40k·13薪  广州-天河区                    Automation Product Manager   \n",
       " 13  15-25k·13薪  广州-天河区   Assistant Product Manager / Product Manager   \n",
       " 14      20-35k  广州-番禺区                                    AIGC营销产品经理   \n",
       " 15       6-10k  广州-天河区                                 产品经理（企业数字化转型）   \n",
       " 16  18-40k·14薪  广州-越秀区                                          产品经理   \n",
       " 17  18-30k·13薪      广州  Assistant Product Manager / Product Manager    \n",
       " 18      18-30k  广州-白云区                                        产品策划经理   \n",
       " 19  20-40k·15薪      广州                          eWMS Product Manager   \n",
       " 20      12-30k      广州                                  产品经理（工业消洗产品）   \n",
       " 21        薪资面议      广州                                        数码产品经理   \n",
       " 22  14-28k·16薪  广州-天河区                         产品经理-产品企划（鞋类）(J13091)   \n",
       " 23      15-25k  广州-天河区                             产品经理-产品企划(J13606)   \n",
       " 24  30-40k·15薪      广州                                     市场经理/产品经理   \n",
       " 25  25-30k·14薪  广州-越秀区                                        医药产品经理   \n",
       " 26  20-30k·13薪  广州-天河区                        Senior Product Manager   \n",
       " 27  20-40k·16薪  广州-白云区                     百度云工业AI质检业务运营产品经理(J58857)   \n",
       " 28      15-25k  广州-白云区                                        产品策划经理   \n",
       " 29      25-30k      广州                              Product Manager    \n",
       " 30  30-50k·14薪      广州                          eWMS Product Manager   \n",
       " 31  20-35k·16薪      广州                                游戏高级美术PM（大厂正编）   \n",
       " 32  20-25k·16薪      广州                                          产品经理   \n",
       " 33      11-22k  广州-番禺区                        CRM实施顾问&项目经理PM(J12971)   \n",
       " 34  15-20k·16薪  广州-黄埔区                            微生物检测产品经理（制药行业/双休）   \n",
       " 35  30-50k·14薪  广州-海珠区                                        硬件产品经理   \n",
       " 36  20-28k·13薪  广州-天河区                        项目发行PM（二次元） (MJ000855)   \n",
       " 37        薪资面议      广州                                          活动PM   \n",
       " 38        薪资面议  广州-天河区                                        数字营销PM   \n",
       " 39  15-30k·13薪  广州-海珠区                                          游戏PM   \n",
       " \n",
       "    job.pcOuterLink job.h5OuterLink  ...  recruiter.imUserType  \\\n",
       " 0                                   ...                     2   \n",
       " 1                                   ...                     2   \n",
       " 2                                   ...                     2   \n",
       " 3                                   ...                     2   \n",
       " 4                                   ...                     2   \n",
       " 5              NaN             NaN  ...                     2   \n",
       " 6                                   ...                     2   \n",
       " 7                                   ...                     2   \n",
       " 8                                   ...                     2   \n",
       " 9                                   ...                     2   \n",
       " 10             NaN             NaN  ...                     2   \n",
       " 11             NaN             NaN  ...                     2   \n",
       " 12                                  ...                     2   \n",
       " 13                                  ...                     2   \n",
       " 14                                  ...                     2   \n",
       " 15                                  ...                     2   \n",
       " 16                                  ...                     2   \n",
       " 17             NaN             NaN  ...                     2   \n",
       " 18                                  ...                     2   \n",
       " 19             NaN             NaN  ...                     2   \n",
       " 20                                  ...                     2   \n",
       " 21                                  ...                     2   \n",
       " 22                                  ...                     2   \n",
       " 23                                  ...                     2   \n",
       " 24             NaN             NaN  ...                     2   \n",
       " 25                                  ...                     2   \n",
       " 26                                  ...                     2   \n",
       " 27                                  ...                     2   \n",
       " 28                                  ...                     2   \n",
       " 29             NaN             NaN  ...                     2   \n",
       " 30             NaN             NaN  ...                     2   \n",
       " 31             NaN             NaN  ...                     2   \n",
       " 32             NaN             NaN  ...                     2   \n",
       " 33                                  ...                     2   \n",
       " 34                                  ...                     2   \n",
       " 35             NaN             NaN  ...                     2   \n",
       " 36                                  ...                     2   \n",
       " 37                                  ...                     2   \n",
       " 38                                  ...                     2   \n",
       " 39                                  ...                     2   \n",
       " \n",
       "             recruiter.recruiterPhoto             recruiter.recruiterId  \\\n",
       " 0    5f8f986aea60860b75384fab08u.jpg  4e54ac2e3b974628242a21c338b47b91   \n",
       " 1    5f8f9865ea60860b75384fa508u.jpg  df48f523e5944ace2bb2cd8f0cba2241   \n",
       " 2    5f8f9866dfb13a7dee342f1808u.jpg  dabc492e5cee942eda33e09d1e97f821   \n",
       " 3    5f8f98648dbe6273dcf8515508u.jpg  14799e1bef289c70aa9b550257de7ea8   \n",
       " 4    5f8f9863f6d1ab58476f246a08u.jpg  74207202b9a1882cbe061eb681f898fc   \n",
       " 5    6231b0d9da1d3077a00fb14c01u.png  e2bbf25c0098de6f7ef83d3cb1f32d26   \n",
       " 6    5f8f986aea60860b75384fab08u.jpg  5445ba45a2189a2b1a078f176245fc3b   \n",
       " 7    5f8f98648dbe6273dcf8515508u.jpg  14799e1bef289c70aa9b550257de7ea8   \n",
       " 8    63a46574fd38b10039f0b94b05u.png  1147dd557533b4567e1472c76bc04ebd   \n",
       " 9    5f8f986779c7cc70efbf36c008u.jpg  32232aca46ec9ae7890a5a15a8902e2f   \n",
       " 10   5f8fa3a6f6d1ab58476f322808u.png  6ead9a9d40a95e1521ca53f73fa20618   \n",
       " 11   628e2c897f51e2499cd1bfbf04u.jpg  69b90c10c8cbeac8da05e8d349eaf13a   \n",
       " 12   5f8f98648dbe6273dcf8515508u.jpg  57a52ed73fed146b4c632be0178bfd3f   \n",
       " 13   5f8f9863f6d1ab58476f246a08u.jpg  ccfed7449a759b2cf7778dde1bad5db7   \n",
       " 14   5f8f9863f6d1ab58476f246a08u.jpg  f0d591207ba759dbe49ae2b73366ae8c   \n",
       " 15   5f8f9868f6d1ab58476f24a008u.jpg  ed79e9abb562c2c2e3f3af8aab9ad0d7   \n",
       " 16   5f8f9865ea60860b75384fa508u.jpg  8d90c26ed477481c5bfe988e1b72f121   \n",
       " 17   6100c9081d756a75997a266703u.jpg  375a1dfe17607510a0693c119d820cfb   \n",
       " 18   5f8f9863f6d1ab58476f246a08u.jpg  1b2d3c696b09ca69b0e5f3264419b081   \n",
       " 19   62f7aab56555120790d6013103u.png  ec2448066ad5cdf94f25083a3243b675   \n",
       " 20   5f8f9863f6d1ab58476f246a08u.jpg  7f371db882206fccd2bdf1809a52d3e6   \n",
       " 21   5f8f986aea60860b75384fab08u.jpg  80a35acbf6b5573c5c8cd7b9f6ba8101   \n",
       " 22   5f8f9868f6d1ab58476f24a008u.jpg  3466dbf14ff3a1923d3d8a2c8cd5b370   \n",
       " 23   5f8f98648dbe6273dcf8515508u.jpg  308332da68f592edf82050c4b8bff969   \n",
       " 24   62a84fdfe9fa0e1ff408683002u.png  aca7c12a2f1b104743312380a6f25054   \n",
       " 25   5f8f986aea60860b75384fab08u.jpg  22ab2b1a88769c3259935c280d474240   \n",
       " 26   5f8f9863f6d1ab58476f246a08u.jpg  ccfed7449a759b2cf7778dde1bad5db7   \n",
       " 27   5f8f9866dfb13a7dee342f1808u.jpg  869f1f21925b089fde2defcdfeb21fba   \n",
       " 28   5f8f9868f6d1ab58476f24a008u.jpg  71e39b9fa38c7913909ac669ef10aa84   \n",
       " 29  6321be3095ee1c04143439eb01u.jpeg  47227c6fbfcd952686963be95b15422d   \n",
       " 30   6400c9110fa75b6cd95be96806u.png  2c100205c7eb2c028df3dac679d77fed   \n",
       " 31   637c93b834e8df2c1c647b1602u.png  0cb2b2501029d509e8cdea777f766f0c   \n",
       " 32   648182a39830432e905baf2d04u.png  056815c015a3c3b4455d9756fea9d2c0   \n",
       " 33   601baaab60c8320221e3c1d902u.png  77ca96ebd1c0d4c9b55b81912526b943   \n",
       " 34   5f8f98648dbe6273dcf8515508u.jpg  0f80a6460fa3a5f3c33c5fd0dac95307   \n",
       " 35   5f8fa3bddfb13a7dee343d7608u.png  1d96d00cfe919fa26a1adf5987777a35   \n",
       " 36   5f8f986779c7cc70efbf36c008u.jpg  69bf0604ae10eb243f03c06e2c7db374   \n",
       " 37   5f8f9863f6d1ab58476f246a08u.jpg  e8c70da123d6c7e1efcb8675c412f368   \n",
       " 38   5f8f9863f6d1ab58476f246a08u.jpg  e8c70da123d6c7e1efcb8675c412f368   \n",
       " 39   62903e4ce4c190153f6f304c06u.jpg  2b6b0643bf65c612313162312f0bffed   \n",
       " \n",
       "     comp.compStage                    comp.compLogo     comp.compName  \\\n",
       " 0               B轮  5e38f3e729d83a67544619cd08u.jpg              盈米基金   \n",
       " 1            融资未公开  648fbf95b7732f1e292621c406u.png    卡尔蔡司光学(广州)有限公司   \n",
       " 2              NaN  5bfe982174719df0ac995ebc03a.png              得意电子   \n",
       " 3              NaN  6274ee6d04a5ff469b10880402u.png              仙婷集团   \n",
       " 4              NaN  61b07937d0458d53c627567e02u.jpg    广州市新目标电子商务有限公司   \n",
       " 5              已上市  60e2fe0bf3df194a3c48adb502u.png          大型制药集团公司   \n",
       " 6              已上市  5bfe9d4974719d2aa34b5ab303a.png            复星医药集团   \n",
       " 7              NaN  6274ee6d04a5ff469b10880402u.png              仙婷集团   \n",
       " 8               D轮  60a497de907306298575785f03u.png        文远知行WeRide   \n",
       " 9              NaN  5fdc38169b3439706a19fd5901u.png           辉柏嘉(中国)   \n",
       " 10           融资未公开  60e2fe0bf3df194a3c48adb502u.png      某广州大型计算机软件公司   \n",
       " 11             已上市  60e2fe0bf3df194a3c48adb502u.png   某广州广告/公关/会展上市公司   \n",
       " 12             NaN  5952237b7032381b6822192505a.jpg               丹纳赫   \n",
       " 13             NaN  555c2acba3109367c320a8c601a.png              曼秀雷敦   \n",
       " 14          沪深A股上市  5bfe9d9f74719d2aa34b6af203a.png  广东因赛品牌营销集团股份有限公司   \n",
       " 15          沪深A股上市  5cc116c89fae687d43343d7308u.png              润建股份   \n",
       " 16             NaN  59dc78457832e11b880f044c05a.png      即能科技(广州)有限公司   \n",
       " 17           融资未公开  60e2fe0bf3df194a3c48adb502u.png         某国内大型日化公司   \n",
       " 18             NaN  5f30a76e556e7a7b1280cc3006u.png      嫚熙控股(广州)有限公司   \n",
       " 19           融资未公开  60e2fe0bf3df194a3c48adb502u.png   某广州大型食品/饮料/酒水公司   \n",
       " 20           融资未公开  5bfe8edd74719d35745a548603a.png     广东环凯微生物科技有限公司   \n",
       " 21              其他  5bfe92c174719d9f609a7b9603a.png              汇丰软件   \n",
       " 22             NaN  628c584cb244352e0e92248608u.png             斯凯奇中国   \n",
       " 23             NaN  628c584cb244352e0e92248608u.png             斯凯奇中国   \n",
       " 24             已上市  60e2fe0bf3df194a3c48adb502u.png       某北京医疗器械上市公司   \n",
       " 25            港股上市  5bfe916674719d35745ad29703a.png              康方生物   \n",
       " 26             NaN  555c2acba3109367c320a8c601a.png              曼秀雷敦   \n",
       " 27            美股上市  5bfe93af74719d9f609aaaef03a.png             Baidu   \n",
       " 28             NaN  5f30a76e556e7a7b1280cc3006u.png      嫚熙控股(广州)有限公司   \n",
       " 29           融资未公开  60e2fe0bf3df194a3c48adb502u.png        某国内大型快消品公司   \n",
       " 30           融资未公开  60e2fe0bf3df194a3c48adb502u.png         某广州大型日化公司   \n",
       " 31           融资未公开  60e2fe0bf3df194a3c48adb502u.png      某广州大型计算机软件公司   \n",
       " 32           融资未公开  60e2fe0bf3df194a3c48adb502u.png      某天津电气机械/器材公司   \n",
       " 33             已上市  5ed700f4ec4db462f82e4ddf01u.png    上海汉得信息技术股份有限公司   \n",
       " 34           融资未公开  5bfe8edd74719d35745a548603a.png     广东环凯微生物科技有限公司   \n",
       " 35             NaN  60e2fe0bf3df194a3c48adb502u.png      某广州电气机械/器材公司   \n",
       " 36             已上市  5ff42565bebf7311a41e860005u.png              广州百田   \n",
       " 37             NaN  5bfea15d74719d2aa34c24f803a.png         恩梯梯数据(中国)   \n",
       " 38             NaN  5bfea15d74719d2aa34c24f803a.png         恩梯梯数据(中国)   \n",
       " 39           科创板上市  616e7903bbe0bb0ec5705fe401u.png      英雄互娱科技股份有限公司   \n",
       " \n",
       "    comp.compScale  comp.compId comp.compIndustry  \\\n",
       " 0        100-499人    9954019.0          基金/证券/期货   \n",
       " 1        500-999人    7977404.0             批发/零售   \n",
       " 2        10000人以上    7892168.0       电子/半导体/集成电路   \n",
       " 3          50-99人    8112968.0            贸易/进出口   \n",
       " 4        100-499人   13315477.0              IT服务   \n",
       " 5        10000人以上          NaN           制药/生物工程   \n",
       " 6        10000人以上    7023768.0                制药   \n",
       " 7          50-99人    8112968.0            贸易/进出口   \n",
       " 8        100-499人    9491766.0              人工智能   \n",
       " 9        500-999人    8094471.0           办公用品/设备   \n",
       " 10       10000人以上          NaN             计算机软件   \n",
       " 11       100-499人          NaN          广告/公关/会展   \n",
       " 12    5000-10000人    8506529.0              医疗器械   \n",
       " 13       500-999人    2061455.0                日化   \n",
       " 14       100-499人    9146475.0          广告/公关/会展   \n",
       " 15    5000-10000人    7863327.0              通信设备   \n",
       " 16          1-49人    9283329.0            专业技术服务   \n",
       " 17     2000-5000人          NaN                日化   \n",
       " 18     1000-2000人    9660700.0               互联网   \n",
       " 19       10000人以上          NaN          食品/饮料/酒水   \n",
       " 20       100-499人    7932064.0                制药   \n",
       " 21     2000-5000人    2664546.0             计算机软件   \n",
       " 22     2000-5000人   13032765.0          服装/纺织/皮革   \n",
       " 23     2000-5000人   13032765.0          服装/纺织/皮革   \n",
       " 24       500-999人          NaN              医疗器械   \n",
       " 25     2000-5000人    8275623.0                制药   \n",
       " 26       500-999人    2061455.0                日化   \n",
       " 27       10000人以上     884492.0               互联网   \n",
       " 28     1000-2000人    9660700.0               互联网   \n",
       " 29     2000-5000人          NaN                日化   \n",
       " 30       10000人以上          NaN                日化   \n",
       " 31       10000人以上          NaN             计算机软件   \n",
       " 32       100-499人          NaN           电气机械/器材   \n",
       " 33       10000人以上    8361671.0               互联网   \n",
       " 34       100-499人    7932064.0                制药   \n",
       " 35          1-49人          NaN           电气机械/器材   \n",
       " 36       500-999人     803274.0                游戏   \n",
       " 37     2000-5000人    6629285.0              IT服务   \n",
       " 38     2000-5000人    6629285.0              IT服务   \n",
       " 39     1000-2000人    8307104.0                游戏   \n",
       " \n",
       "                                    comp.link  \n",
       " 0    https://www.liepin.com/company/9954019/  \n",
       " 1    https://www.liepin.com/company/7977404/  \n",
       " 2    https://www.liepin.com/company/7892168/  \n",
       " 3    https://www.liepin.com/company/8112968/  \n",
       " 4   https://www.liepin.com/company/13315477/  \n",
       " 5                                             \n",
       " 6    https://www.liepin.com/company/7023768/  \n",
       " 7    https://www.liepin.com/company/8112968/  \n",
       " 8    https://www.liepin.com/company/9491766/  \n",
       " 9    https://www.liepin.com/company/8094471/  \n",
       " 10                                            \n",
       " 11                                            \n",
       " 12   https://www.liepin.com/company/8506529/  \n",
       " 13   https://www.liepin.com/company/2061455/  \n",
       " 14   https://www.liepin.com/company/9146475/  \n",
       " 15   https://www.liepin.com/company/7863327/  \n",
       " 16   https://www.liepin.com/company/9283329/  \n",
       " 17                                            \n",
       " 18   https://www.liepin.com/company/9660700/  \n",
       " 19                                            \n",
       " 20   https://www.liepin.com/company/7932064/  \n",
       " 21   https://www.liepin.com/company/2664546/  \n",
       " 22  https://www.liepin.com/company/13032765/  \n",
       " 23  https://www.liepin.com/company/13032765/  \n",
       " 24                                            \n",
       " 25   https://www.liepin.com/company/8275623/  \n",
       " 26   https://www.liepin.com/company/2061455/  \n",
       " 27    https://www.liepin.com/company/884492/  \n",
       " 28   https://www.liepin.com/company/9660700/  \n",
       " 29                                            \n",
       " 30                                            \n",
       " 31                                            \n",
       " 32                                            \n",
       " 33   https://www.liepin.com/company/8361671/  \n",
       " 34   https://www.liepin.com/company/7932064/  \n",
       " 35                                            \n",
       " 36    https://www.liepin.com/company/803274/  \n",
       " 37   https://www.liepin.com/company/6629285/  \n",
       " 38   https://www.liepin.com/company/6629285/  \n",
       " 39   https://www.liepin.com/company/8307104/  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"王先生\",\"userId\":\"4e54ac2e3b974...   \n",
       " 1   {\"recruiterName\":\"黄女士\",\"userId\":\"df48f523e5944...   \n",
       " 2   {\"recruiterName\":\"谢女士\",\"userId\":\"dabc492e5cee9...   \n",
       " 3   {\"recruiterName\":\"吴女士\",\"userId\":\"14799e1bef289...   \n",
       " 4   {\"recruiterName\":\"樊女士\",\"userId\":\"74207202b9a18...   \n",
       " 5   {\"recruiterName\":\"周先生\",\"userId\":\"e2bbf25c0098d...   \n",
       " 6   {\"recruiterName\":\"张先生\",\"userId\":\"5445ba45a2189...   \n",
       " 7   {\"recruiterName\":\"吴女士\",\"userId\":\"14799e1bef289...   \n",
       " 8   {\"recruiterName\":\"程先生\",\"userId\":\"1147dd557533b...   \n",
       " 9   {\"recruiterName\":\"李女士\",\"userId\":\"32232aca46ec9...   \n",
       " 10  {\"recruiterName\":\"戴先生\",\"userId\":\"6ead9a9d40a95...   \n",
       " 11  {\"recruiterName\":\"郭女士\",\"userId\":\"69b90c10c8cbe...   \n",
       " 12  {\"recruiterName\":\"王女士\",\"userId\":\"57a52ed73fed1...   \n",
       " 13  {\"recruiterName\":\"谢女士\",\"userId\":\"ccfed7449a759...   \n",
       " 14  {\"recruiterName\":\"王女士\",\"userId\":\"f0d591207ba75...   \n",
       " 15  {\"recruiterName\":\"黎先生\",\"userId\":\"ed79e9abb562c...   \n",
       " 16  {\"recruiterName\":\"Keli Tang\",\"userId\":\"8d90c26...   \n",
       " 17  {\"recruiterName\":\"宋女士\",\"userId\":\"375a1dfe17607...   \n",
       " 18  {\"recruiterName\":\"黄女士\",\"userId\":\"1b2d3c696b09c...   \n",
       " 19  {\"recruiterName\":\"林先生\",\"userId\":\"ec2448066ad5c...   \n",
       " 20  {\"recruiterName\":\"陈女士\",\"userId\":\"7f371db882206...   \n",
       " 21  {\"recruiterName\":\"张先生\",\"userId\":\"80a35acbf6b55...   \n",
       " 22  {\"recruiterName\":\"陈先生\",\"userId\":\"3466dbf14ff3a...   \n",
       " 23  {\"recruiterName\":\"林女士\",\"userId\":\"308332da68f59...   \n",
       " 24  {\"recruiterName\":\"卿女士\",\"userId\":\"aca7c12a2f1b1...   \n",
       " 25  {\"recruiterName\":\"刘先生\",\"userId\":\"22ab2b1a88769...   \n",
       " 26  {\"recruiterName\":\"谢女士\",\"userId\":\"ccfed7449a759...   \n",
       " 27  {\"recruiterName\":\"贾女士\",\"userId\":\"869f1f21925b0...   \n",
       " 28  {\"recruiterName\":\"郑先生\",\"userId\":\"71e39b9fa38c7...   \n",
       " 29  {\"recruiterName\":\"孙女士\",\"userId\":\"47227c6fbfcd9...   \n",
       " 30  {\"recruiterName\":\"陈女士\",\"userId\":\"2c100205c7eb2...   \n",
       " 31  {\"recruiterName\":\"叶女士\",\"userId\":\"0cb2b2501029d...   \n",
       " 32  {\"recruiterName\":\"宗先生\",\"userId\":\"056815c015a3c...   \n",
       " 33  {\"recruiterName\":\"俞女士\",\"userId\":\"77ca96ebd1c0d...   \n",
       " 34  {\"recruiterName\":\"陈女士\",\"userId\":\"0f80a6460fa3a...   \n",
       " 35  {\"recruiterName\":\"唐女士\",\"userId\":\"1d96d00cfe919...   \n",
       " 36  {\"recruiterName\":\"唐女士\",\"userId\":\"69bf0604ae10e...   \n",
       " 37  {\"recruiterName\":\"刘女士\",\"userId\":\"e8c70da123d6c...   \n",
       " 38  {\"recruiterName\":\"刘女士\",\"userId\":\"e8c70da123d6c...   \n",
       " 39  {\"recruiterName\":\"邱女士\",\"userId\":\"2b6b0643bf65c...   \n",
       " \n",
       "                                            job.labels job.jobId job.jobKind  \\\n",
       " 0   [客户端产品, 工具产品, 供应链产品, 基金产品, IT互联网, 金融理财/贷款, to ...  56376837           2   \n",
       " 1                                                  []  58956493           2   \n",
       " 2                                                  []  33787845           2   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  50965433           2   \n",
       " 4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]  57679297           2   \n",
       " 5                                [中央市场产品经理经验, 区域推广经验]  46856955           1   \n",
       " 6                                            [神外, 医生]  58215521           2   \n",
       " 7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...  57794503           2   \n",
       " 8   [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 交互设计, 市...  57223711           2   \n",
       " 9                                                  []  58733143           2   \n",
       " 10                                             [游戏行业]  46215899           1   \n",
       " 11                                   [产品设计, AI人工智能产品]  46870615           1   \n",
       " 12                                                 []  56876529           2   \n",
       " 13                                                 []  57513943           2   \n",
       " 14  [AI人工智能产品, 内容产品, 商业产品, 人工智能, to C, IT互联网, to G...  59317515           2   \n",
       " 15  [策略产品, 平台产品, 数据产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...  56295007           2   \n",
       " 16  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...  30477665           2   \n",
       " 17                                   [化妆品, 消费品, 产品开发]  45187159           1   \n",
       " 18                       [产品策略, 爆品, 母婴, 美妆, 产品策划, 电商]  58870277           2   \n",
       " 19                                             [to C]  44978805           1   \n",
       " 20                                                 []  35923437           2   \n",
       " 21                                                 []  43037645           2   \n",
       " 22                                 [商品管理, 产品企划, 商品运营]  50466807           2   \n",
       " 23                                                 []  55829685           2   \n",
       " 24                                             [医院器械]  46777103           1   \n",
       " 25                                             [泌尿外科]  57157157           2   \n",
       " 26                                                 []  58584023           2   \n",
       " 27                                                 []  59110045           2   \n",
       " 28                                             [品牌策划]  55992453           2   \n",
       " 29                                 [市场营销, 产品管理, 产品开发]  45177357           1   \n",
       " 30                                             [to C]  46414125           1   \n",
       " 31                                      [游戏产品, MMO游戏]  46659839           1   \n",
       " 32                                                 []  46869011           1   \n",
       " 33  [CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, 服务业, 批发/零售, I...  57403583           2   \n",
       " 34                       [市场洞察, 拓展培训, 团队管理, 销售管理, 出差]  59115121           2   \n",
       " 35                                                 []  45327891           1   \n",
       " 36                                [产品优化, 二次元在研, 项目管理]  48905275           2   \n",
       " 37                                             [增长产品]  25415919           2   \n",
       " 38                                                 []  23154709           2   \n",
       " 39                                             [数据分析]  31935443           2   \n",
       " \n",
       "     job.salary  job.dq                                     job.title  \\\n",
       " 0   15-30k·15薪      广州                              C端高级产品经理(J10043)   \n",
       " 1   18-25k·14薪  广州-天河区                     Product Marketing Manager   \n",
       " 2   10-20k·14薪  广州-南沙区                                    项目管理PM(广州)   \n",
       " 3         薪资面议  广州-天河区                   产品经理（化妆品原料）/Product Manager   \n",
       " 4       20-25k  广州-番禺区                           产品经理Product Manager   \n",
       " 5   25-30k·14薪      广州                                  产品经理PM（化药针剂）   \n",
       " 6   12-15k·15薪  广州-越秀区                神外产品销售经理 Product Sales Manager   \n",
       " 7         薪资面议  广州-天河区                             助理产品经理（化妆品原料）/APM   \n",
       " 8   25-40k·15薪      广州                                  自动驾驶（硬件）产品经理   \n",
       " 9         薪资面议      广州                                          产品经理   \n",
       " 10  20-35k·14薪  广州-天河区                                  高级产品PM（ARPG）   \n",
       " 11      12-24k      广州                                      AI营销产品经理   \n",
       " 12  20-40k·13薪  广州-天河区                    Automation Product Manager   \n",
       " 13  15-25k·13薪  广州-天河区   Assistant Product Manager / Product Manager   \n",
       " 14      20-35k  广州-番禺区                                    AIGC营销产品经理   \n",
       " 15       6-10k  广州-天河区                                 产品经理（企业数字化转型）   \n",
       " 16  18-40k·14薪  广州-越秀区                                          产品经理   \n",
       " 17  18-30k·13薪      广州  Assistant Product Manager / Product Manager    \n",
       " 18      18-30k  广州-白云区                                        产品策划经理   \n",
       " 19  20-40k·15薪      广州                          eWMS Product Manager   \n",
       " 20      12-30k      广州                                  产品经理（工业消洗产品）   \n",
       " 21        薪资面议      广州                                        数码产品经理   \n",
       " 22  14-28k·16薪  广州-天河区                         产品经理-产品企划（鞋类）(J13091)   \n",
       " 23      15-25k  广州-天河区                             产品经理-产品企划(J13606)   \n",
       " 24  30-40k·15薪      广州                                     市场经理/产品经理   \n",
       " 25  25-30k·14薪  广州-越秀区                                        医药产品经理   \n",
       " 26  20-30k·13薪  广州-天河区                        Senior Product Manager   \n",
       " 27  20-40k·16薪  广州-白云区                     百度云工业AI质检业务运营产品经理(J58857)   \n",
       " 28      15-25k  广州-白云区                                        产品策划经理   \n",
       " 29      25-30k      广州                              Product Manager    \n",
       " 30  30-50k·14薪      广州                          eWMS Product Manager   \n",
       " 31  20-35k·16薪      广州                                游戏高级美术PM（大厂正编）   \n",
       " 32  20-25k·16薪      广州                                          产品经理   \n",
       " 33      11-22k  广州-番禺区                        CRM实施顾问&项目经理PM(J12971)   \n",
       " 34  15-20k·16薪  广州-黄埔区                            微生物检测产品经理（制药行业/双休）   \n",
       " 35  30-50k·14薪  广州-海珠区                                        硬件产品经理   \n",
       " 36  20-28k·13薪  广州-天河区                        项目发行PM（二次元） (MJ000855)   \n",
       " 37        薪资面议      广州                                          活动PM   \n",
       " 38        薪资面议  广州-天河区                                        数字营销PM   \n",
       " 39  15-30k·13薪  广州-海珠区                                          游戏PM   \n",
       " \n",
       "    job.pcOuterLink job.h5OuterLink  ...  recruiter.imUserType  \\\n",
       " 0                                   ...                     2   \n",
       " 1                                   ...                     2   \n",
       " 2                                   ...                     2   \n",
       " 3                                   ...                     2   \n",
       " 4                                   ...                     2   \n",
       " 5              NaN             NaN  ...                     2   \n",
       " 6                                   ...                     2   \n",
       " 7                                   ...                     2   \n",
       " 8                                   ...                     2   \n",
       " 9                                   ...                     2   \n",
       " 10             NaN             NaN  ...                     2   \n",
       " 11             NaN             NaN  ...                     2   \n",
       " 12                                  ...                     2   \n",
       " 13                                  ...                     2   \n",
       " 14                                  ...                     2   \n",
       " 15                                  ...                     2   \n",
       " 16                                  ...                     2   \n",
       " 17             NaN             NaN  ...                     2   \n",
       " 18                                  ...                     2   \n",
       " 19             NaN             NaN  ...                     2   \n",
       " 20                                  ...                     2   \n",
       " 21                                  ...                     2   \n",
       " 22                                  ...                     2   \n",
       " 23                                  ...                     2   \n",
       " 24             NaN             NaN  ...                     2   \n",
       " 25                                  ...                     2   \n",
       " 26                                  ...                     2   \n",
       " 27                                  ...                     2   \n",
       " 28                                  ...                     2   \n",
       " 29             NaN             NaN  ...                     2   \n",
       " 30             NaN             NaN  ...                     2   \n",
       " 31             NaN             NaN  ...                     2   \n",
       " 32             NaN             NaN  ...                     2   \n",
       " 33                                  ...                     2   \n",
       " 34                                  ...                     2   \n",
       " 35             NaN             NaN  ...                     2   \n",
       " 36                                  ...                     2   \n",
       " 37                                  ...                     2   \n",
       " 38                                  ...                     2   \n",
       " 39                                  ...                     2   \n",
       " \n",
       "             recruiter.recruiterPhoto             recruiter.recruiterId  \\\n",
       " 0    5f8f986aea60860b75384fab08u.jpg  4e54ac2e3b974628242a21c338b47b91   \n",
       " 1    5f8f9865ea60860b75384fa508u.jpg  df48f523e5944ace2bb2cd8f0cba2241   \n",
       " 2    5f8f9866dfb13a7dee342f1808u.jpg  dabc492e5cee942eda33e09d1e97f821   \n",
       " 3    5f8f98648dbe6273dcf8515508u.jpg  14799e1bef289c70aa9b550257de7ea8   \n",
       " 4    5f8f9863f6d1ab58476f246a08u.jpg  74207202b9a1882cbe061eb681f898fc   \n",
       " 5    6231b0d9da1d3077a00fb14c01u.png  e2bbf25c0098de6f7ef83d3cb1f32d26   \n",
       " 6    5f8f986aea60860b75384fab08u.jpg  5445ba45a2189a2b1a078f176245fc3b   \n",
       " 7    5f8f98648dbe6273dcf8515508u.jpg  14799e1bef289c70aa9b550257de7ea8   \n",
       " 8    63a46574fd38b10039f0b94b05u.png  1147dd557533b4567e1472c76bc04ebd   \n",
       " 9    5f8f986779c7cc70efbf36c008u.jpg  32232aca46ec9ae7890a5a15a8902e2f   \n",
       " 10   5f8fa3a6f6d1ab58476f322808u.png  6ead9a9d40a95e1521ca53f73fa20618   \n",
       " 11   628e2c897f51e2499cd1bfbf04u.jpg  69b90c10c8cbeac8da05e8d349eaf13a   \n",
       " 12   5f8f98648dbe6273dcf8515508u.jpg  57a52ed73fed146b4c632be0178bfd3f   \n",
       " 13   5f8f9863f6d1ab58476f246a08u.jpg  ccfed7449a759b2cf7778dde1bad5db7   \n",
       " 14   5f8f9863f6d1ab58476f246a08u.jpg  f0d591207ba759dbe49ae2b73366ae8c   \n",
       " 15   5f8f9868f6d1ab58476f24a008u.jpg  ed79e9abb562c2c2e3f3af8aab9ad0d7   \n",
       " 16   5f8f9865ea60860b75384fa508u.jpg  8d90c26ed477481c5bfe988e1b72f121   \n",
       " 17   6100c9081d756a75997a266703u.jpg  375a1dfe17607510a0693c119d820cfb   \n",
       " 18   5f8f9863f6d1ab58476f246a08u.jpg  1b2d3c696b09ca69b0e5f3264419b081   \n",
       " 19   62f7aab56555120790d6013103u.png  ec2448066ad5cdf94f25083a3243b675   \n",
       " 20   5f8f9863f6d1ab58476f246a08u.jpg  7f371db882206fccd2bdf1809a52d3e6   \n",
       " 21   5f8f986aea60860b75384fab08u.jpg  80a35acbf6b5573c5c8cd7b9f6ba8101   \n",
       " 22   5f8f9868f6d1ab58476f24a008u.jpg  3466dbf14ff3a1923d3d8a2c8cd5b370   \n",
       " 23   5f8f98648dbe6273dcf8515508u.jpg  308332da68f592edf82050c4b8bff969   \n",
       " 24   62a84fdfe9fa0e1ff408683002u.png  aca7c12a2f1b104743312380a6f25054   \n",
       " 25   5f8f986aea60860b75384fab08u.jpg  22ab2b1a88769c3259935c280d474240   \n",
       " 26   5f8f9863f6d1ab58476f246a08u.jpg  ccfed7449a759b2cf7778dde1bad5db7   \n",
       " 27   5f8f9866dfb13a7dee342f1808u.jpg  869f1f21925b089fde2defcdfeb21fba   \n",
       " 28   5f8f9868f6d1ab58476f24a008u.jpg  71e39b9fa38c7913909ac669ef10aa84   \n",
       " 29  6321be3095ee1c04143439eb01u.jpeg  47227c6fbfcd952686963be95b15422d   \n",
       " 30   6400c9110fa75b6cd95be96806u.png  2c100205c7eb2c028df3dac679d77fed   \n",
       " 31   637c93b834e8df2c1c647b1602u.png  0cb2b2501029d509e8cdea777f766f0c   \n",
       " 32   648182a39830432e905baf2d04u.png  056815c015a3c3b4455d9756fea9d2c0   \n",
       " 33   601baaab60c8320221e3c1d902u.png  77ca96ebd1c0d4c9b55b81912526b943   \n",
       " 34   5f8f98648dbe6273dcf8515508u.jpg  0f80a6460fa3a5f3c33c5fd0dac95307   \n",
       " 35   5f8fa3bddfb13a7dee343d7608u.png  1d96d00cfe919fa26a1adf5987777a35   \n",
       " 36   5f8f986779c7cc70efbf36c008u.jpg  69bf0604ae10eb243f03c06e2c7db374   \n",
       " 37   5f8f9863f6d1ab58476f246a08u.jpg  e8c70da123d6c7e1efcb8675c412f368   \n",
       " 38   5f8f9863f6d1ab58476f246a08u.jpg  e8c70da123d6c7e1efcb8675c412f368   \n",
       " 39   62903e4ce4c190153f6f304c06u.jpg  2b6b0643bf65c612313162312f0bffed   \n",
       " \n",
       "     comp.compStage                    comp.compLogo     comp.compName  \\\n",
       " 0               B轮  5e38f3e729d83a67544619cd08u.jpg              盈米基金   \n",
       " 1            融资未公开  648fbf95b7732f1e292621c406u.png    卡尔蔡司光学(广州)有限公司   \n",
       " 2              NaN  5bfe982174719df0ac995ebc03a.png              得意电子   \n",
       " 3              NaN  6274ee6d04a5ff469b10880402u.png              仙婷集团   \n",
       " 4              NaN  61b07937d0458d53c627567e02u.jpg    广州市新目标电子商务有限公司   \n",
       " 5              已上市  60e2fe0bf3df194a3c48adb502u.png          大型制药集团公司   \n",
       " 6              已上市  5bfe9d4974719d2aa34b5ab303a.png            复星医药集团   \n",
       " 7              NaN  6274ee6d04a5ff469b10880402u.png              仙婷集团   \n",
       " 8               D轮  60a497de907306298575785f03u.png        文远知行WeRide   \n",
       " 9              NaN  5fdc38169b3439706a19fd5901u.png           辉柏嘉(中国)   \n",
       " 10           融资未公开  60e2fe0bf3df194a3c48adb502u.png      某广州大型计算机软件公司   \n",
       " 11             已上市  60e2fe0bf3df194a3c48adb502u.png   某广州广告/公关/会展上市公司   \n",
       " 12             NaN  5952237b7032381b6822192505a.jpg               丹纳赫   \n",
       " 13             NaN  555c2acba3109367c320a8c601a.png              曼秀雷敦   \n",
       " 14          沪深A股上市  5bfe9d9f74719d2aa34b6af203a.png  广东因赛品牌营销集团股份有限公司   \n",
       " 15          沪深A股上市  5cc116c89fae687d43343d7308u.png              润建股份   \n",
       " 16             NaN  59dc78457832e11b880f044c05a.png      即能科技(广州)有限公司   \n",
       " 17           融资未公开  60e2fe0bf3df194a3c48adb502u.png         某国内大型日化公司   \n",
       " 18             NaN  5f30a76e556e7a7b1280cc3006u.png      嫚熙控股(广州)有限公司   \n",
       " 19           融资未公开  60e2fe0bf3df194a3c48adb502u.png   某广州大型食品/饮料/酒水公司   \n",
       " 20           融资未公开  5bfe8edd74719d35745a548603a.png     广东环凯微生物科技有限公司   \n",
       " 21              其他  5bfe92c174719d9f609a7b9603a.png              汇丰软件   \n",
       " 22             NaN  628c584cb244352e0e92248608u.png             斯凯奇中国   \n",
       " 23             NaN  628c584cb244352e0e92248608u.png             斯凯奇中国   \n",
       " 24             已上市  60e2fe0bf3df194a3c48adb502u.png       某北京医疗器械上市公司   \n",
       " 25            港股上市  5bfe916674719d35745ad29703a.png              康方生物   \n",
       " 26             NaN  555c2acba3109367c320a8c601a.png              曼秀雷敦   \n",
       " 27            美股上市  5bfe93af74719d9f609aaaef03a.png             Baidu   \n",
       " 28             NaN  5f30a76e556e7a7b1280cc3006u.png      嫚熙控股(广州)有限公司   \n",
       " 29           融资未公开  60e2fe0bf3df194a3c48adb502u.png        某国内大型快消品公司   \n",
       " 30           融资未公开  60e2fe0bf3df194a3c48adb502u.png         某广州大型日化公司   \n",
       " 31           融资未公开  60e2fe0bf3df194a3c48adb502u.png      某广州大型计算机软件公司   \n",
       " 32           融资未公开  60e2fe0bf3df194a3c48adb502u.png      某天津电气机械/器材公司   \n",
       " 33             已上市  5ed700f4ec4db462f82e4ddf01u.png    上海汉得信息技术股份有限公司   \n",
       " 34           融资未公开  5bfe8edd74719d35745a548603a.png     广东环凯微生物科技有限公司   \n",
       " 35             NaN  60e2fe0bf3df194a3c48adb502u.png      某广州电气机械/器材公司   \n",
       " 36             已上市  5ff42565bebf7311a41e860005u.png              广州百田   \n",
       " 37             NaN  5bfea15d74719d2aa34c24f803a.png         恩梯梯数据(中国)   \n",
       " 38             NaN  5bfea15d74719d2aa34c24f803a.png         恩梯梯数据(中国)   \n",
       " 39           科创板上市  616e7903bbe0bb0ec5705fe401u.png      英雄互娱科技股份有限公司   \n",
       " \n",
       "    comp.compScale  comp.compId comp.compIndustry  \\\n",
       " 0        100-499人    9954019.0          基金/证券/期货   \n",
       " 1        500-999人    7977404.0             批发/零售   \n",
       " 2        10000人以上    7892168.0       电子/半导体/集成电路   \n",
       " 3          50-99人    8112968.0            贸易/进出口   \n",
       " 4        100-499人   13315477.0              IT服务   \n",
       " 5        10000人以上          NaN           制药/生物工程   \n",
       " 6        10000人以上    7023768.0                制药   \n",
       " 7          50-99人    8112968.0            贸易/进出口   \n",
       " 8        100-499人    9491766.0              人工智能   \n",
       " 9        500-999人    8094471.0           办公用品/设备   \n",
       " 10       10000人以上          NaN             计算机软件   \n",
       " 11       100-499人          NaN          广告/公关/会展   \n",
       " 12    5000-10000人    8506529.0              医疗器械   \n",
       " 13       500-999人    2061455.0                日化   \n",
       " 14       100-499人    9146475.0          广告/公关/会展   \n",
       " 15    5000-10000人    7863327.0              通信设备   \n",
       " 16          1-49人    9283329.0            专业技术服务   \n",
       " 17     2000-5000人          NaN                日化   \n",
       " 18     1000-2000人    9660700.0               互联网   \n",
       " 19       10000人以上          NaN          食品/饮料/酒水   \n",
       " 20       100-499人    7932064.0                制药   \n",
       " 21     2000-5000人    2664546.0             计算机软件   \n",
       " 22     2000-5000人   13032765.0          服装/纺织/皮革   \n",
       " 23     2000-5000人   13032765.0          服装/纺织/皮革   \n",
       " 24       500-999人          NaN              医疗器械   \n",
       " 25     2000-5000人    8275623.0                制药   \n",
       " 26       500-999人    2061455.0                日化   \n",
       " 27       10000人以上     884492.0               互联网   \n",
       " 28     1000-2000人    9660700.0               互联网   \n",
       " 29     2000-5000人          NaN                日化   \n",
       " 30       10000人以上          NaN                日化   \n",
       " 31       10000人以上          NaN             计算机软件   \n",
       " 32       100-499人          NaN           电气机械/器材   \n",
       " 33       10000人以上    8361671.0               互联网   \n",
       " 34       100-499人    7932064.0                制药   \n",
       " 35          1-49人          NaN           电气机械/器材   \n",
       " 36       500-999人     803274.0                游戏   \n",
       " 37     2000-5000人    6629285.0              IT服务   \n",
       " 38     2000-5000人    6629285.0              IT服务   \n",
       " 39     1000-2000人    8307104.0                游戏   \n",
       " \n",
       "                                    comp.link  \n",
       " 0    https://www.liepin.com/company/9954019/  \n",
       " 1    https://www.liepin.com/company/7977404/  \n",
       " 2    https://www.liepin.com/company/7892168/  \n",
       " 3    https://www.liepin.com/company/8112968/  \n",
       " 4   https://www.liepin.com/company/13315477/  \n",
       " 5                                             \n",
       " 6    https://www.liepin.com/company/7023768/  \n",
       " 7    https://www.liepin.com/company/8112968/  \n",
       " 8    https://www.liepin.com/company/9491766/  \n",
       " 9    https://www.liepin.com/company/8094471/  \n",
       " 10                                            \n",
       " 11                                            \n",
       " 12   https://www.liepin.com/company/8506529/  \n",
       " 13   https://www.liepin.com/company/2061455/  \n",
       " 14   https://www.liepin.com/company/9146475/  \n",
       " 15   https://www.liepin.com/company/7863327/  \n",
       " 16   https://www.liepin.com/company/9283329/  \n",
       " 17                                            \n",
       " 18   https://www.liepin.com/company/9660700/  \n",
       " 19                                            \n",
       " 20   https://www.liepin.com/company/7932064/  \n",
       " 21   https://www.liepin.com/company/2664546/  \n",
       " 22  https://www.liepin.com/company/13032765/  \n",
       " 23  https://www.liepin.com/company/13032765/  \n",
       " 24                                            \n",
       " 25   https://www.liepin.com/company/8275623/  \n",
       " 26   https://www.liepin.com/company/2061455/  \n",
       " 27    https://www.liepin.com/company/884492/  \n",
       " 28   https://www.liepin.com/company/9660700/  \n",
       " 29                                            \n",
       " 30                                            \n",
       " 31                                            \n",
       " 32                                            \n",
       " 33   https://www.liepin.com/company/8361671/  \n",
       " 34   https://www.liepin.com/company/7932064/  \n",
       " 35                                            \n",
       " 36    https://www.liepin.com/company/803274/  \n",
       " 37   https://www.liepin.com/company/6629285/  \n",
       " 38   https://www.liepin.com/company/6629285/  \n",
       " 39   https://www.liepin.com/company/8307104/  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"王先生\",\"userId\":\"4e54ac2e3b974...   \n",
       " 1   {\"recruiterName\":\"黄女士\",\"userId\":\"df48f523e5944...   \n",
       " 2   {\"recruiterName\":\"谢女士\",\"userId\":\"dabc492e5cee9...   \n",
       " 3   {\"recruiterName\":\"吴女士\",\"userId\":\"14799e1bef289...   \n",
       " 4   {\"recruiterName\":\"樊女士\",\"userId\":\"74207202b9a18...   \n",
       " 5   {\"recruiterName\":\"周先生\",\"userId\":\"e2bbf25c0098d...   \n",
       " 6   {\"recruiterName\":\"张先生\",\"userId\":\"5445ba45a2189...   \n",
       " 7   {\"recruiterName\":\"吴女士\",\"userId\":\"14799e1bef289...   \n",
       " 8   {\"recruiterName\":\"程先生\",\"userId\":\"1147dd557533b...   \n",
       " 9   {\"recruiterName\":\"李女士\",\"userId\":\"32232aca46ec9...   \n",
       " 10  {\"recruiterName\":\"戴先生\",\"userId\":\"6ead9a9d40a95...   \n",
       " 11  {\"recruiterName\":\"郭女士\",\"userId\":\"69b90c10c8cbe...   \n",
       " 12  {\"recruiterName\":\"王女士\",\"userId\":\"57a52ed73fed1...   \n",
       " 13  {\"recruiterName\":\"谢女士\",\"userId\":\"ccfed7449a759...   \n",
       " 14  {\"recruiterName\":\"王女士\",\"userId\":\"f0d591207ba75...   \n",
       " 15  {\"recruiterName\":\"黎先生\",\"userId\":\"ed79e9abb562c...   \n",
       " 16  {\"recruiterName\":\"Keli Tang\",\"userId\":\"8d90c26...   \n",
       " 17  {\"recruiterName\":\"宋女士\",\"userId\":\"375a1dfe17607...   \n",
       " 18  {\"recruiterName\":\"黄女士\",\"userId\":\"1b2d3c696b09c...   \n",
       " 19  {\"recruiterName\":\"林先生\",\"userId\":\"ec2448066ad5c...   \n",
       " 20  {\"recruiterName\":\"陈女士\",\"userId\":\"7f371db882206...   \n",
       " 21  {\"recruiterName\":\"张先生\",\"userId\":\"80a35acbf6b55...   \n",
       " 22  {\"recruiterName\":\"陈先生\",\"userId\":\"3466dbf14ff3a...   \n",
       " 23  {\"recruiterName\":\"林女士\",\"userId\":\"308332da68f59...   \n",
       " 24  {\"recruiterName\":\"卿女士\",\"userId\":\"aca7c12a2f1b1...   \n",
       " 25  {\"recruiterName\":\"刘先生\",\"userId\":\"22ab2b1a88769...   \n",
       " 26  {\"recruiterName\":\"谢女士\",\"userId\":\"ccfed7449a759...   \n",
       " 27  {\"recruiterName\":\"贾女士\",\"userId\":\"869f1f21925b0...   \n",
       " 28  {\"recruiterName\":\"郑先生\",\"userId\":\"71e39b9fa38c7...   \n",
       " 29  {\"recruiterName\":\"孙女士\",\"userId\":\"47227c6fbfcd9...   \n",
       " 30  {\"recruiterName\":\"陈女士\",\"userId\":\"2c100205c7eb2...   \n",
       " 31  {\"recruiterName\":\"叶女士\",\"userId\":\"0cb2b2501029d...   \n",
       " 32  {\"recruiterName\":\"宗先生\",\"userId\":\"056815c015a3c...   \n",
       " 33  {\"recruiterName\":\"俞女士\",\"userId\":\"77ca96ebd1c0d...   \n",
       " 34  {\"recruiterName\":\"陈女士\",\"userId\":\"0f80a6460fa3a...   \n",
       " 35  {\"recruiterName\":\"唐女士\",\"userId\":\"1d96d00cfe919...   \n",
       " 36  {\"recruiterName\":\"唐女士\",\"userId\":\"69bf0604ae10e...   \n",
       " 37  {\"recruiterName\":\"刘女士\",\"userId\":\"e8c70da123d6c...   \n",
       " 38  {\"recruiterName\":\"刘女士\",\"userId\":\"e8c70da123d6c...   \n",
       " 39  {\"recruiterName\":\"邱女士\",\"userId\":\"2b6b0643bf65c...   \n",
       " \n",
       "                                            job.labels job.jobId job.jobKind  \\\n",
       " 0   [客户端产品, 工具产品, 供应链产品, 基金产品, IT互联网, 金融理财/贷款, to ...  56376837           2   \n",
       " 1                                                  []  58956493           2   \n",
       " 2                                                  []  33787845           2   \n",
       " 3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  50965433           2   \n",
       " 4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]  57679297           2   \n",
       " 5                                [中央市场产品经理经验, 区域推广经验]  46856955           1   \n",
       " 6                                            [神外, 医生]  58215521           2   \n",
       " 7   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...  57794503           2   \n",
       " 8   [硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 交互设计, 市...  57223711           2   \n",
       " 9                                                  []  58733143           2   \n",
       " 10                                             [游戏行业]  46215899           1   \n",
       " 11                                   [产品设计, AI人工智能产品]  46870615           1   \n",
       " 12                                                 []  56876529           2   \n",
       " 13                                                 []  57513943           2   \n",
       " 14  [AI人工智能产品, 内容产品, 商业产品, 人工智能, to C, IT互联网, to G...  59317515           2   \n",
       " 15  [策略产品, 平台产品, 数据产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...  56295007           2   \n",
       " 16  [b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增...  30477665           2   \n",
       " 17                                   [化妆品, 消费品, 产品开发]  45187159           1   \n",
       " 18                       [产品策略, 爆品, 母婴, 美妆, 产品策划, 电商]  58870277           2   \n",
       " 19                                             [to C]  44978805           1   \n",
       " 20                                                 []  35923437           2   \n",
       " 21                                                 []  43037645           2   \n",
       " 22                                 [商品管理, 产品企划, 商品运营]  50466807           2   \n",
       " 23                                                 []  55829685           2   \n",
       " 24                                             [医院器械]  46777103           1   \n",
       " 25                                             [泌尿外科]  57157157           2   \n",
       " 26                                                 []  58584023           2   \n",
       " 27                                                 []  59110045           2   \n",
       " 28                                             [品牌策划]  55992453           2   \n",
       " 29                                 [市场营销, 产品管理, 产品开发]  45177357           1   \n",
       " 30                                             [to C]  46414125           1   \n",
       " 31                                      [游戏产品, MMO游戏]  46659839           1   \n",
       " 32                                                 []  46869011           1   \n",
       " 33  [CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, 服务业, 批发/零售, I...  57403583           2   \n",
       " 34                       [市场洞察, 拓展培训, 团队管理, 销售管理, 出差]  59115121           2   \n",
       " 35                                                 []  45327891           1   \n",
       " 36                                [产品优化, 二次元在研, 项目管理]  48905275           2   \n",
       " 37                                             [增长产品]  25415919           2   \n",
       " 38                                                 []  23154709           2   \n",
       " 39                                             [数据分析]  31935443           2   \n",
       " \n",
       "     job.salary  job.dq                                     job.title  \\\n",
       " 0   15-30k·15薪      广州                              C端高级产品经理(J10043)   \n",
       " 1   18-25k·14薪  广州-天河区                     Product Marketing Manager   \n",
       " 2   10-20k·14薪  广州-南沙区                                    项目管理PM(广州)   \n",
       " 3         薪资面议  广州-天河区                   产品经理（化妆品原料）/Product Manager   \n",
       " 4       20-25k  广州-番禺区                           产品经理Product Manager   \n",
       " 5   25-30k·14薪      广州                                  产品经理PM（化药针剂）   \n",
       " 6   12-15k·15薪  广州-越秀区                神外产品销售经理 Product Sales Manager   \n",
       " 7         薪资面议  广州-天河区                             助理产品经理（化妆品原料）/APM   \n",
       " 8   25-40k·15薪      广州                                  自动驾驶（硬件）产品经理   \n",
       " 9         薪资面议      广州                                          产品经理   \n",
       " 10  20-35k·14薪  广州-天河区                                  高级产品PM（ARPG）   \n",
       " 11      12-24k      广州                                      AI营销产品经理   \n",
       " 12  20-40k·13薪  广州-天河区                    Automation Product Manager   \n",
       " 13  15-25k·13薪  广州-天河区   Assistant Product Manager / Product Manager   \n",
       " 14      20-35k  广州-番禺区                                    AIGC营销产品经理   \n",
       " 15       6-10k  广州-天河区                                 产品经理（企业数字化转型）   \n",
       " 16  18-40k·14薪  广州-越秀区                                          产品经理   \n",
       " 17  18-30k·13薪      广州  Assistant Product Manager / Product Manager    \n",
       " 18      18-30k  广州-白云区                                        产品策划经理   \n",
       " 19  20-40k·15薪      广州                          eWMS Product Manager   \n",
       " 20      12-30k      广州                                  产品经理（工业消洗产品）   \n",
       " 21        薪资面议      广州                                        数码产品经理   \n",
       " 22  14-28k·16薪  广州-天河区                         产品经理-产品企划（鞋类）(J13091)   \n",
       " 23      15-25k  广州-天河区                             产品经理-产品企划(J13606)   \n",
       " 24  30-40k·15薪      广州                                     市场经理/产品经理   \n",
       " 25  25-30k·14薪  广州-越秀区                                        医药产品经理   \n",
       " 26  20-30k·13薪  广州-天河区                        Senior Product Manager   \n",
       " 27  20-40k·16薪  广州-白云区                     百度云工业AI质检业务运营产品经理(J58857)   \n",
       " 28      15-25k  广州-白云区                                        产品策划经理   \n",
       " 29      25-30k      广州                              Product Manager    \n",
       " 30  30-50k·14薪      广州                          eWMS Product Manager   \n",
       " 31  20-35k·16薪      广州                                游戏高级美术PM（大厂正编）   \n",
       " 32  20-25k·16薪      广州                                          产品经理   \n",
       " 33      11-22k  广州-番禺区                        CRM实施顾问&项目经理PM(J12971)   \n",
       " 34  15-20k·16薪  广州-黄埔区                            微生物检测产品经理（制药行业/双休）   \n",
       " 35  30-50k·14薪  广州-海珠区                                        硬件产品经理   \n",
       " 36  20-28k·13薪  广州-天河区                        项目发行PM（二次元） (MJ000855)   \n",
       " 37        薪资面议      广州                                          活动PM   \n",
       " 38        薪资面议  广州-天河区                                        数字营销PM   \n",
       " 39  15-30k·13薪  广州-海珠区                                          游戏PM   \n",
       " \n",
       "    job.pcOuterLink job.h5OuterLink  ...  recruiter.imUserType  \\\n",
       " 0                                   ...                     2   \n",
       " 1                                   ...                     2   \n",
       " 2                                   ...                     2   \n",
       " 3                                   ...                     2   \n",
       " 4                                   ...                     2   \n",
       " 5              NaN             NaN  ...                     2   \n",
       " 6                                   ...                     2   \n",
       " 7                                   ...                     2   \n",
       " 8                                   ...                     2   \n",
       " 9                                   ...                     2   \n",
       " 10             NaN             NaN  ...                     2   \n",
       " 11             NaN             NaN  ...                     2   \n",
       " 12                                  ...                     2   \n",
       " 13                                  ...                     2   \n",
       " 14                                  ...                     2   \n",
       " 15                                  ...                     2   \n",
       " 16                                  ...                     2   \n",
       " 17             NaN             NaN  ...                     2   \n",
       " 18                                  ...                     2   \n",
       " 19             NaN             NaN  ...                     2   \n",
       " 20                                  ...                     2   \n",
       " 21                                  ...                     2   \n",
       " 22                                  ...                     2   \n",
       " 23                                  ...                     2   \n",
       " 24             NaN             NaN  ...                     2   \n",
       " 25                                  ...                     2   \n",
       " 26                                  ...                     2   \n",
       " 27                                  ...                     2   \n",
       " 28                                  ...                     2   \n",
       " 29             NaN             NaN  ...                     2   \n",
       " 30             NaN             NaN  ...                     2   \n",
       " 31             NaN             NaN  ...                     2   \n",
       " 32             NaN             NaN  ...                     2   \n",
       " 33                                  ...                     2   \n",
       " 34                                  ...                     2   \n",
       " 35             NaN             NaN  ...                     2   \n",
       " 36                                  ...                     2   \n",
       " 37                                  ...                     2   \n",
       " 38                                  ...                     2   \n",
       " 39                                  ...                     2   \n",
       " \n",
       "             recruiter.recruiterPhoto             recruiter.recruiterId  \\\n",
       " 0    5f8f986aea60860b75384fab08u.jpg  4e54ac2e3b974628242a21c338b47b91   \n",
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       " 4    5f8f9863f6d1ab58476f246a08u.jpg  74207202b9a1882cbe061eb681f898fc   \n",
       " 5    6231b0d9da1d3077a00fb14c01u.png  e2bbf25c0098de6f7ef83d3cb1f32d26   \n",
       " 6    5f8f986aea60860b75384fab08u.jpg  5445ba45a2189a2b1a078f176245fc3b   \n",
       " 7    5f8f98648dbe6273dcf8515508u.jpg  14799e1bef289c70aa9b550257de7ea8   \n",
       " 8    63a46574fd38b10039f0b94b05u.png  1147dd557533b4567e1472c76bc04ebd   \n",
       " 9    5f8f986779c7cc70efbf36c008u.jpg  32232aca46ec9ae7890a5a15a8902e2f   \n",
       " 10   5f8fa3a6f6d1ab58476f322808u.png  6ead9a9d40a95e1521ca53f73fa20618   \n",
       " 11   628e2c897f51e2499cd1bfbf04u.jpg  69b90c10c8cbeac8da05e8d349eaf13a   \n",
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       " 17   6100c9081d756a75997a266703u.jpg  375a1dfe17607510a0693c119d820cfb   \n",
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       " 19   62f7aab56555120790d6013103u.png  ec2448066ad5cdf94f25083a3243b675   \n",
       " 20   5f8f9863f6d1ab58476f246a08u.jpg  7f371db882206fccd2bdf1809a52d3e6   \n",
       " 21   5f8f986aea60860b75384fab08u.jpg  80a35acbf6b5573c5c8cd7b9f6ba8101   \n",
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       " 34   5f8f98648dbe6273dcf8515508u.jpg  0f80a6460fa3a5f3c33c5fd0dac95307   \n",
       " 35   5f8fa3bddfb13a7dee343d7608u.png  1d96d00cfe919fa26a1adf5987777a35   \n",
       " 36   5f8f986779c7cc70efbf36c008u.jpg  69bf0604ae10eb243f03c06e2c7db374   \n",
       " 37   5f8f9863f6d1ab58476f246a08u.jpg  e8c70da123d6c7e1efcb8675c412f368   \n",
       " 38   5f8f9863f6d1ab58476f246a08u.jpg  e8c70da123d6c7e1efcb8675c412f368   \n",
       " 39   62903e4ce4c190153f6f304c06u.jpg  2b6b0643bf65c612313162312f0bffed   \n",
       " \n",
       "     comp.compStage                    comp.compLogo     comp.compName  \\\n",
       " 0               B轮  5e38f3e729d83a67544619cd08u.jpg              盈米基金   \n",
       " 1            融资未公开  648fbf95b7732f1e292621c406u.png    卡尔蔡司光学(广州)有限公司   \n",
       " 2              NaN  5bfe982174719df0ac995ebc03a.png              得意电子   \n",
       " 3              NaN  6274ee6d04a5ff469b10880402u.png              仙婷集团   \n",
       " 4              NaN  61b07937d0458d53c627567e02u.jpg    广州市新目标电子商务有限公司   \n",
       " 5              已上市  60e2fe0bf3df194a3c48adb502u.png          大型制药集团公司   \n",
       " 6              已上市  5bfe9d4974719d2aa34b5ab303a.png            复星医药集团   \n",
       " 7              NaN  6274ee6d04a5ff469b10880402u.png              仙婷集团   \n",
       " 8               D轮  60a497de907306298575785f03u.png        文远知行WeRide   \n",
       " 9              NaN  5fdc38169b3439706a19fd5901u.png           辉柏嘉(中国)   \n",
       " 10           融资未公开  60e2fe0bf3df194a3c48adb502u.png      某广州大型计算机软件公司   \n",
       " 11             已上市  60e2fe0bf3df194a3c48adb502u.png   某广州广告/公关/会展上市公司   \n",
       " 12             NaN  5952237b7032381b6822192505a.jpg               丹纳赫   \n",
       " 13             NaN  555c2acba3109367c320a8c601a.png              曼秀雷敦   \n",
       " 14          沪深A股上市  5bfe9d9f74719d2aa34b6af203a.png  广东因赛品牌营销集团股份有限公司   \n",
       " 15          沪深A股上市  5cc116c89fae687d43343d7308u.png              润建股份   \n",
       " 16             NaN  59dc78457832e11b880f044c05a.png      即能科技(广州)有限公司   \n",
       " 17           融资未公开  60e2fe0bf3df194a3c48adb502u.png         某国内大型日化公司   \n",
       " 18             NaN  5f30a76e556e7a7b1280cc3006u.png      嫚熙控股(广州)有限公司   \n",
       " 19           融资未公开  60e2fe0bf3df194a3c48adb502u.png   某广州大型食品/饮料/酒水公司   \n",
       " 20           融资未公开  5bfe8edd74719d35745a548603a.png     广东环凯微生物科技有限公司   \n",
       " 21              其他  5bfe92c174719d9f609a7b9603a.png              汇丰软件   \n",
       " 22             NaN  628c584cb244352e0e92248608u.png             斯凯奇中国   \n",
       " 23             NaN  628c584cb244352e0e92248608u.png             斯凯奇中国   \n",
       " 24             已上市  60e2fe0bf3df194a3c48adb502u.png       某北京医疗器械上市公司   \n",
       " 25            港股上市  5bfe916674719d35745ad29703a.png              康方生物   \n",
       " 26             NaN  555c2acba3109367c320a8c601a.png              曼秀雷敦   \n",
       " 27            美股上市  5bfe93af74719d9f609aaaef03a.png             Baidu   \n",
       " 28             NaN  5f30a76e556e7a7b1280cc3006u.png      嫚熙控股(广州)有限公司   \n",
       " 29           融资未公开  60e2fe0bf3df194a3c48adb502u.png        某国内大型快消品公司   \n",
       " 30           融资未公开  60e2fe0bf3df194a3c48adb502u.png         某广州大型日化公司   \n",
       " 31           融资未公开  60e2fe0bf3df194a3c48adb502u.png      某广州大型计算机软件公司   \n",
       " 32           融资未公开  60e2fe0bf3df194a3c48adb502u.png      某天津电气机械/器材公司   \n",
       " 33             已上市  5ed700f4ec4db462f82e4ddf01u.png    上海汉得信息技术股份有限公司   \n",
       " 34           融资未公开  5bfe8edd74719d35745a548603a.png     广东环凯微生物科技有限公司   \n",
       " 35             NaN  60e2fe0bf3df194a3c48adb502u.png      某广州电气机械/器材公司   \n",
       " 36             已上市  5ff42565bebf7311a41e860005u.png              广州百田   \n",
       " 37             NaN  5bfea15d74719d2aa34c24f803a.png         恩梯梯数据(中国)   \n",
       " 38             NaN  5bfea15d74719d2aa34c24f803a.png         恩梯梯数据(中国)   \n",
       " 39           科创板上市  616e7903bbe0bb0ec5705fe401u.png      英雄互娱科技股份有限公司   \n",
       " \n",
       "    comp.compScale  comp.compId comp.compIndustry  \\\n",
       " 0        100-499人    9954019.0          基金/证券/期货   \n",
       " 1        500-999人    7977404.0             批发/零售   \n",
       " 2        10000人以上    7892168.0       电子/半导体/集成电路   \n",
       " 3          50-99人    8112968.0            贸易/进出口   \n",
       " 4        100-499人   13315477.0              IT服务   \n",
       " 5        10000人以上          NaN           制药/生物工程   \n",
       " 6        10000人以上    7023768.0                制药   \n",
       " 7          50-99人    8112968.0            贸易/进出口   \n",
       " 8        100-499人    9491766.0              人工智能   \n",
       " 9        500-999人    8094471.0           办公用品/设备   \n",
       " 10       10000人以上          NaN             计算机软件   \n",
       " 11       100-499人          NaN          广告/公关/会展   \n",
       " 12    5000-10000人    8506529.0              医疗器械   \n",
       " 13       500-999人    2061455.0                日化   \n",
       " 14       100-499人    9146475.0          广告/公关/会展   \n",
       " 15    5000-10000人    7863327.0              通信设备   \n",
       " 16          1-49人    9283329.0            专业技术服务   \n",
       " 17     2000-5000人          NaN                日化   \n",
       " 18     1000-2000人    9660700.0               互联网   \n",
       " 19       10000人以上          NaN          食品/饮料/酒水   \n",
       " 20       100-499人    7932064.0                制药   \n",
       " 21     2000-5000人    2664546.0             计算机软件   \n",
       " 22     2000-5000人   13032765.0          服装/纺织/皮革   \n",
       " 23     2000-5000人   13032765.0          服装/纺织/皮革   \n",
       " 24       500-999人          NaN              医疗器械   \n",
       " 25     2000-5000人    8275623.0                制药   \n",
       " 26       500-999人    2061455.0                日化   \n",
       " 27       10000人以上     884492.0               互联网   \n",
       " 28     1000-2000人    9660700.0               互联网   \n",
       " 29     2000-5000人          NaN                日化   \n",
       " 30       10000人以上          NaN                日化   \n",
       " 31       10000人以上          NaN             计算机软件   \n",
       " 32       100-499人          NaN           电气机械/器材   \n",
       " 33       10000人以上    8361671.0               互联网   \n",
       " 34       100-499人    7932064.0                制药   \n",
       " 35          1-49人          NaN           电气机械/器材   \n",
       " 36       500-999人     803274.0                游戏   \n",
       " 37     2000-5000人    6629285.0              IT服务   \n",
       " 38     2000-5000人    6629285.0              IT服务   \n",
       " 39     1000-2000人    8307104.0                游戏   \n",
       " \n",
       "                                    comp.link  \n",
       " 0    https://www.liepin.com/company/9954019/  \n",
       " 1    https://www.liepin.com/company/7977404/  \n",
       " 2    https://www.liepin.com/company/7892168/  \n",
       " 3    https://www.liepin.com/company/8112968/  \n",
       " 4   https://www.liepin.com/company/13315477/  \n",
       " 5                                             \n",
       " 6    https://www.liepin.com/company/7023768/  \n",
       " 7    https://www.liepin.com/company/8112968/  \n",
       " 8    https://www.liepin.com/company/9491766/  \n",
       " 9    https://www.liepin.com/company/8094471/  \n",
       " 10                                            \n",
       " 11                                            \n",
       " 12   https://www.liepin.com/company/8506529/  \n",
       " 13   https://www.liepin.com/company/2061455/  \n",
       " 14   https://www.liepin.com/company/9146475/  \n",
       " 15   https://www.liepin.com/company/7863327/  \n",
       " 16   https://www.liepin.com/company/9283329/  \n",
       " 17                                            \n",
       " 18   https://www.liepin.com/company/9660700/  \n",
       " 19                                            \n",
       " 20   https://www.liepin.com/company/7932064/  \n",
       " 21   https://www.liepin.com/company/2664546/  \n",
       " 22  https://www.liepin.com/company/13032765/  \n",
       " 23  https://www.liepin.com/company/13032765/  \n",
       " 24                                            \n",
       " 25   https://www.liepin.com/company/8275623/  \n",
       " 26   https://www.liepin.com/company/2061455/  \n",
       " 27    https://www.liepin.com/company/884492/  \n",
       " 28   https://www.liepin.com/company/9660700/  \n",
       " 29                                            \n",
       " 30                                            \n",
       " 31                                            \n",
       " 32                                            \n",
       " 33   https://www.liepin.com/company/8361671/  \n",
       " 34   https://www.liepin.com/company/7932064/  \n",
       " 35                                            \n",
       " 36    https://www.liepin.com/company/803274/  \n",
       " 37   https://www.liepin.com/company/6629285/  \n",
       " 38   https://www.liepin.com/company/6629285/  \n",
       " 39   https://www.liepin.com/company/8307104/  \n",
       " \n",
       " [40 rows x 31 columns]]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "8cc4d9b6",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
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       "      <th>C端高级产品经理(J10043)</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"4e54ac2e3b974628242a2...</td>\n",
       "      <td>王先生</td>\n",
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       "      <td>2</td>\n",
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       "      <td>100-499人</td>\n",
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       "      <td>15-30k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>True</td>\n",
       "      <td>https://www.liepin.com/job/1956376837.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Product Marketing Manager</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"df48f523e5944ace2bb2c...</td>\n",
       "      <td>黄女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>6652e0af2060df2c160b5b344d4ef7b6</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>df48f523e5944ace2bb2cd8f0cba2241</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>...</td>\n",
       "      <td>20230616103702</td>\n",
       "      <td>18-25k·14薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>True</td>\n",
       "      <td>https://www.liepin.com/job/1958956493.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>项目管理PM(广州)</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"dabc492e5cee942eda33e...</td>\n",
       "      <td>谢女士</td>\n",
       "      <td>连接器工程师</td>\n",
       "      <td>6f058014d3ef83122982e990dc084411</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>dabc492e5cee942eda33e09d1e97f821</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>...</td>\n",
       "      <td>20230620093052</td>\n",
       "      <td>10-20k·14薪</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td>True</td>\n",
       "      <td>https://www.liepin.com/job/1933787845.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>True</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理（化妆品原料）/Product Manager</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"14799e1bef289c70aa9b5...</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Officer</td>\n",
       "      <td>0ce6f53a162e27cc9427b88c78d2ff1f</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>...</td>\n",
       "      <td>20230621113158</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1950965433.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理Product Manager</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"74207202b9a1882cbe061...</td>\n",
       "      <td>樊女士</td>\n",
       "      <td>HRM</td>\n",
       "      <td>c161b9ea744ffb27d0e00b26797bdaff</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>74207202b9a1882cbe061eb681f898fc</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>...</td>\n",
       "      <td>20230410215438</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1957679297.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>硬件产品经理</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"唐女士\",\"userId\":\"1d96d00cfe919...</td>\n",
       "      <td>唐女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>73f267275bfde46ce68ea511f8a9efc5</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>1d96d00cfe919fa26a1adf5987777a35</td>\n",
       "      <td>5f8fa3bddfb13a7dee343d7608u.png</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>...</td>\n",
       "      <td>20230425143147</td>\n",
       "      <td>30-50k·14薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/a/45327891.shtml</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>项目发行PM（二次元） (MJ000855)</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"唐女士\",\"userId\":\"69bf0604ae10e...</td>\n",
       "      <td>唐女士</td>\n",
       "      <td></td>\n",
       "      <td>9e5b45289ab5581e337193710fe42056</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>69bf0604ae10eb243f03c06e2c7db374</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>...</td>\n",
       "      <td>20220928174530</td>\n",
       "      <td>20-28k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1948905275.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>活动PM</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"userId\":\"e8c70da123d6c...</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>Consultant</td>\n",
       "      <td>b76b2be27ab4a4746042c177f0a1d2b1</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>e8c70da123d6c7e1efcb8675c412f368</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>...</td>\n",
       "      <td>20210615114605</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1925415919.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>数字营销PM</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"userId\":\"e8c70da123d6c...</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>Consultant</td>\n",
       "      <td>b76b2be27ab4a4746042c177f0a1d2b1</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>e8c70da123d6c7e1efcb8675c412f368</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>...</td>\n",
       "      <td>20200728103437</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1923154709.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>游戏PM</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>{\"recruiterName\":\"邱女士\",\"userId\":\"2b6b0643bf65c...</td>\n",
       "      <td>邱女士</td>\n",
       "      <td>人力资源管理</td>\n",
       "      <td>d458df6acc9507089941166e65ebdb6f</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>2b6b0643bf65c612313162312f0bffed</td>\n",
       "      <td>62903e4ce4c190153f6f304c06u.jpg</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>...</td>\n",
       "      <td>20200921191755</td>\n",
       "      <td>15-30k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>https://www.liepin.com/job/1931935443.shtml</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                      dataInfo  \\\n",
       "job.title                                                                        \n",
       "C端高级产品经理(J10043)             %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       "Product Marketing Manager    %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       "项目管理PM(广州)                   %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       "产品经理（化妆品原料）/Product Manager  %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       "产品经理Product Manager          %7B%22jobKind%22%3A%222%22%2C%22jobId%22%3A%22...   \n",
       "...                                                                        ...   \n",
       "硬件产品经理                       %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "项目发行PM（二次元） (MJ000855)       %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "活动PM                         %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "数字营销PM                       %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "游戏PM                         %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "\n",
       "                                                                    dataParams  \\\n",
       "job.title                                                                        \n",
       "C端高级产品经理(J10043)             {\"jobKind\":\"2\",\"userId\":\"4e54ac2e3b974628242a2...   \n",
       "Product Marketing Manager    {\"jobKind\":\"2\",\"userId\":\"df48f523e5944ace2bb2c...   \n",
       "项目管理PM(广州)                   {\"jobKind\":\"2\",\"userId\":\"dabc492e5cee942eda33e...   \n",
       "产品经理（化妆品原料）/Product Manager  {\"jobKind\":\"2\",\"userId\":\"14799e1bef289c70aa9b5...   \n",
       "产品经理Product Manager          {\"jobKind\":\"2\",\"userId\":\"74207202b9a1882cbe061...   \n",
       "...                                                                        ...   \n",
       "硬件产品经理                       {\"recruiterName\":\"唐女士\",\"userId\":\"1d96d00cfe919...   \n",
       "项目发行PM（二次元） (MJ000855)       {\"recruiterName\":\"唐女士\",\"userId\":\"69bf0604ae10e...   \n",
       "活动PM                         {\"recruiterName\":\"刘女士\",\"userId\":\"e8c70da123d6c...   \n",
       "数字营销PM                       {\"recruiterName\":\"刘女士\",\"userId\":\"e8c70da123d6c...   \n",
       "游戏PM                         {\"recruiterName\":\"邱女士\",\"userId\":\"2b6b0643bf65c...   \n",
       "\n",
       "                            recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       "job.title                                                                      \n",
       "C端高级产品经理(J10043)                                王先生             人力资源伙伴(HRBP)   \n",
       "Product Marketing Manager                       黄女士                       HR   \n",
       "项目管理PM(广州)                                      谢女士                   连接器工程师   \n",
       "产品经理（化妆品原料）/Product Manager                     吴女士               HR Officer   \n",
       "产品经理Product Manager                             樊女士                      HRM   \n",
       "...                                             ...                      ...   \n",
       "硬件产品经理                                          唐女士                     猎头顾问   \n",
       "项目发行PM（二次元） (MJ000855)                          唐女士                            \n",
       "活动PM                                            刘女士               Consultant   \n",
       "数字营销PM                                          刘女士               Consultant   \n",
       "游戏PM                                            邱女士                   人力资源管理   \n",
       "\n",
       "                                               recruiter.imId  \\\n",
       "job.title                                                       \n",
       "C端高级产品经理(J10043)             52c4365602551576abcb385e72bd8d3d   \n",
       "Product Marketing Manager    6652e0af2060df2c160b5b344d4ef7b6   \n",
       "项目管理PM(广州)                   6f058014d3ef83122982e990dc084411   \n",
       "产品经理（化妆品原料）/Product Manager  0ce6f53a162e27cc9427b88c78d2ff1f   \n",
       "产品经理Product Manager          c161b9ea744ffb27d0e00b26797bdaff   \n",
       "...                                                       ...   \n",
       "硬件产品经理                       73f267275bfde46ce68ea511f8a9efc5   \n",
       "项目发行PM（二次元） (MJ000855)       9e5b45289ab5581e337193710fe42056   \n",
       "活动PM                         b76b2be27ab4a4746042c177f0a1d2b1   \n",
       "数字营销PM                       b76b2be27ab4a4746042c177f0a1d2b1   \n",
       "游戏PM                         d458df6acc9507089941166e65ebdb6f   \n",
       "\n",
       "                            recruiter.imUserType  recruiter.chatted  \\\n",
       "job.title                                                             \n",
       "C端高级产品经理(J10043)                               2              False   \n",
       "Product Marketing Manager                      2              False   \n",
       "项目管理PM(广州)                                     2              False   \n",
       "产品经理（化妆品原料）/Product Manager                    2              False   \n",
       "产品经理Product Manager                            2              False   \n",
       "...                                          ...                ...   \n",
       "硬件产品经理                                         2              False   \n",
       "项目发行PM（二次元） (MJ000855)                         2              False   \n",
       "活动PM                                           2              False   \n",
       "数字营销PM                                         2              False   \n",
       "游戏PM                                           2              False   \n",
       "\n",
       "                                        recruiter.recruiterId  \\\n",
       "job.title                                                       \n",
       "C端高级产品经理(J10043)             4e54ac2e3b974628242a21c338b47b91   \n",
       "Product Marketing Manager    df48f523e5944ace2bb2cd8f0cba2241   \n",
       "项目管理PM(广州)                   dabc492e5cee942eda33e09d1e97f821   \n",
       "产品经理（化妆品原料）/Product Manager  14799e1bef289c70aa9b550257de7ea8   \n",
       "产品经理Product Manager          74207202b9a1882cbe061eb681f898fc   \n",
       "...                                                       ...   \n",
       "硬件产品经理                       1d96d00cfe919fa26a1adf5987777a35   \n",
       "项目发行PM（二次元） (MJ000855)       69bf0604ae10eb243f03c06e2c7db374   \n",
       "活动PM                         e8c70da123d6c7e1efcb8675c412f368   \n",
       "数字营销PM                       e8c70da123d6c7e1efcb8675c412f368   \n",
       "游戏PM                         2b6b0643bf65c612313162312f0bffed   \n",
       "\n",
       "                                    recruiter.recruiterPhoto comp.compScale  \\\n",
       "job.title                                                                     \n",
       "C端高级产品经理(J10043)             5f8f986aea60860b75384fab08u.jpg       100-499人   \n",
       "Product Marketing Manager    5f8f9865ea60860b75384fa508u.jpg       500-999人   \n",
       "项目管理PM(广州)                   5f8f9866dfb13a7dee342f1808u.jpg       10000人以上   \n",
       "产品经理（化妆品原料）/Product Manager  5f8f98648dbe6273dcf8515508u.jpg         50-99人   \n",
       "产品经理Product Manager          5f8f9863f6d1ab58476f246a08u.jpg       100-499人   \n",
       "...                                                      ...            ...   \n",
       "硬件产品经理                       5f8fa3bddfb13a7dee343d7608u.png          1-49人   \n",
       "项目发行PM（二次元） (MJ000855)       5f8f986779c7cc70efbf36c008u.jpg       500-999人   \n",
       "活动PM                         5f8f9863f6d1ab58476f246a08u.jpg     2000-5000人   \n",
       "数字营销PM                       5f8f9863f6d1ab58476f246a08u.jpg     2000-5000人   \n",
       "游戏PM                         62903e4ce4c190153f6f304c06u.jpg     1000-2000人   \n",
       "\n",
       "                             ... job.refreshTime  job.salary  job.dq  \\\n",
       "job.title                    ...                                       \n",
       "C端高级产品经理(J10043)             ...  20230621091013  15-30k·15薪      广州   \n",
       "Product Marketing Manager    ...  20230616103702  18-25k·14薪  广州-天河区   \n",
       "项目管理PM(广州)                   ...  20230620093052  10-20k·14薪  广州-南沙区   \n",
       "产品经理（化妆品原料）/Product Manager  ...  20230621113158        薪资面议  广州-天河区   \n",
       "产品经理Product Manager          ...  20230410215438      20-25k  广州-番禺区   \n",
       "...                          ...             ...         ...     ...   \n",
       "硬件产品经理                       ...  20230425143147  30-50k·14薪  广州-海珠区   \n",
       "项目发行PM（二次元） (MJ000855)       ...  20220928174530  20-28k·13薪  广州-天河区   \n",
       "活动PM                         ...  20210615114605        薪资面议      广州   \n",
       "数字营销PM                       ...  20200728103437        薪资面议  广州-天河区   \n",
       "游戏PM                         ...  20200921191755  15-30k·13薪  广州-海珠区   \n",
       "\n",
       "                            job.topJob  \\\n",
       "job.title                                \n",
       "C端高级产品经理(J10043)                  True   \n",
       "Product Marketing Manager         True   \n",
       "项目管理PM(广州)                        True   \n",
       "产品经理（化妆品原料）/Product Manager      False   \n",
       "产品经理Product Manager              False   \n",
       "...                                ...   \n",
       "硬件产品经理                           False   \n",
       "项目发行PM（二次元） (MJ000855)           False   \n",
       "活动PM                             False   \n",
       "数字营销PM                           False   \n",
       "游戏PM                             False   \n",
       "\n",
       "                                                                job.link  \\\n",
       "job.title                                                                  \n",
       "C端高级产品经理(J10043)             https://www.liepin.com/job/1956376837.shtml   \n",
       "Product Marketing Manager    https://www.liepin.com/job/1958956493.shtml   \n",
       "项目管理PM(广州)                   https://www.liepin.com/job/1933787845.shtml   \n",
       "产品经理（化妆品原料）/Product Manager  https://www.liepin.com/job/1950965433.shtml   \n",
       "产品经理Product Manager          https://www.liepin.com/job/1957679297.shtml   \n",
       "...                                                                  ...   \n",
       "硬件产品经理                           https://www.liepin.com/a/45327891.shtml   \n",
       "项目发行PM（二次元） (MJ000855)       https://www.liepin.com/job/1948905275.shtml   \n",
       "活动PM                         https://www.liepin.com/job/1925415919.shtml   \n",
       "数字营销PM                       https://www.liepin.com/job/1923154709.shtml   \n",
       "游戏PM                         https://www.liepin.com/job/1931935443.shtml   \n",
       "\n",
       "                            job.pcOuterLink job.h5OuterLink job.advViewFlag  \\\n",
       "job.title                                                                     \n",
       "C端高级产品经理(J10043)                                                       True   \n",
       "Product Marketing Manager                                              True   \n",
       "项目管理PM(广州)                                                             True   \n",
       "产品经理（化妆品原料）/Product Manager                                           False   \n",
       "产品经理Product Manager                                                   False   \n",
       "...                                     ...             ...             ...   \n",
       "硬件产品经理                                  NaN             NaN           False   \n",
       "项目发行PM（二次元） (MJ000855)                                                False   \n",
       "活动PM                                                                  False   \n",
       "数字营销PM                                                                False   \n",
       "游戏PM                                                                  False   \n",
       "\n",
       "                            job.requireWorkYears  \\\n",
       "job.title                                          \n",
       "C端高级产品经理(J10043)                            3-5年   \n",
       "Product Marketing Manager                  5-10年   \n",
       "项目管理PM(广州)                                  3-5年   \n",
       "产品经理（化妆品原料）/Product Manager                 3-5年   \n",
       "产品经理Product Manager                         3-5年   \n",
       "...                                          ...   \n",
       "硬件产品经理                                     5-10年   \n",
       "项目发行PM（二次元） (MJ000855)                     5-10年   \n",
       "活动PM                                        3-5年   \n",
       "数字营销PM                                     5-10年   \n",
       "游戏PM                                        3-5年   \n",
       "\n",
       "                                                                job.dataPromId  \n",
       "job.title                                                                       \n",
       "C端高级产品经理(J10043)             d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       "Product Marketing Manager    d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       "项目管理PM(广州)                   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       "产品经理（化妆品原料）/Product Manager  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       "产品经理Product Manager          d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       "...                                                                        ...  \n",
       "硬件产品经理                       d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       "项目发行PM（二次元） (MJ000855)       d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       "活动PM                         d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       "数字营销PM                       d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       "游戏PM                         d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...  \n",
       "\n",
       "[400 rows x 30 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理 = pd.concat(response_df).set_index('job.title')\n",
    "df_产品经理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2a09a2f1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['dataInfo', 'dataParams', 'recruiter.recruiterName',\n",
       "       'recruiter.recruiterTitle', 'recruiter.imId', 'recruiter.imUserType',\n",
       "       'recruiter.chatted', 'recruiter.recruiterId',\n",
       "       'recruiter.recruiterPhoto', 'comp.compScale', 'comp.compStage',\n",
       "       'comp.compLogo', 'comp.compId', 'comp.compIndustry', 'comp.compName',\n",
       "       'comp.link', 'job.labels', 'job.requireEduLevel', 'job.jobKind',\n",
       "       'job.jobId', 'job.refreshTime', 'job.salary', 'job.dq', 'job.topJob',\n",
       "       'job.link', 'job.pcOuterLink', 'job.h5OuterLink', 'job.advViewFlag',\n",
       "       'job.requireWorkYears', 'job.dataPromId'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "22dc2053",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 400 entries, C端高级产品经理(J10043) to 游戏PM\n",
      "Data columns (total 30 columns):\n",
      " #   Column                    Non-Null Count  Dtype  \n",
      "---  ------                    --------------  -----  \n",
      " 0   dataInfo                  400 non-null    object \n",
      " 1   dataParams                400 non-null    object \n",
      " 2   recruiter.recruiterName   400 non-null    object \n",
      " 3   recruiter.recruiterTitle  400 non-null    object \n",
      " 4   recruiter.imId            400 non-null    object \n",
      " 5   recruiter.imUserType      400 non-null    object \n",
      " 6   recruiter.chatted         400 non-null    bool   \n",
      " 7   recruiter.recruiterId     400 non-null    object \n",
      " 8   recruiter.recruiterPhoto  400 non-null    object \n",
      " 9   comp.compScale            400 non-null    object \n",
      " 10  comp.compStage            240 non-null    object \n",
      " 11  comp.compLogo             400 non-null    object \n",
      " 12  comp.compId               290 non-null    float64\n",
      " 13  comp.compIndustry         400 non-null    object \n",
      " 14  comp.compName             400 non-null    object \n",
      " 15  comp.link                 400 non-null    object \n",
      " 16  job.labels                400 non-null    object \n",
      " 17  job.requireEduLevel       400 non-null    object \n",
      " 18  job.jobKind               400 non-null    object \n",
      " 19  job.jobId                 400 non-null    object \n",
      " 20  job.refreshTime           400 non-null    object \n",
      " 21  job.salary                400 non-null    object \n",
      " 22  job.dq                    400 non-null    object \n",
      " 23  job.topJob                400 non-null    bool   \n",
      " 24  job.link                  400 non-null    object \n",
      " 25  job.pcOuterLink           290 non-null    object \n",
      " 26  job.h5OuterLink           290 non-null    object \n",
      " 27  job.advViewFlag           400 non-null    bool   \n",
      " 28  job.requireWorkYears      400 non-null    object \n",
      " 29  job.dataPromId            400 non-null    object \n",
      "dtypes: bool(3), float64(1), object(26)\n",
      "memory usage: 88.7+ KB\n"
     ]
    }
   ],
   "source": [
    "df_产品经理.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "fe88b7b8",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compScale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>C端高级产品经理(J10043)</td>\n",
       "      <td>[客户端产品, 工具产品, 供应链产品, 基金产品, IT互联网, 金融理财/贷款, to ...</td>\n",
       "      <td>15-30k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>盈米基金</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Product Marketing Manager</td>\n",
       "      <td>[]</td>\n",
       "      <td>18-25k·14薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>硕士</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>卡尔蔡司光学(广州)有限公司</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>项目管理PM(广州)</td>\n",
       "      <td>[]</td>\n",
       "      <td>10-20k·14薪</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td>大专</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>得意电子</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>硕士</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>产品经理Product Manager</td>\n",
       "      <td>[数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>广州市新目标电子商务有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>硬件产品经理</td>\n",
       "      <td>[]</td>\n",
       "      <td>30-50k·14薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>电气机械/器材</td>\n",
       "      <td>某广州电气机械/器材公司</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>项目发行PM（二次元） (MJ000855)</td>\n",
       "      <td>[产品优化, 二次元在研, 项目管理]</td>\n",
       "      <td>20-28k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>游戏</td>\n",
       "      <td>广州百田</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>活动PM</td>\n",
       "      <td>[增长产品]</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>恩梯梯数据(中国)</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>数字营销PM</td>\n",
       "      <td>[]</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>恩梯梯数据(中国)</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>游戏PM</td>\n",
       "      <td>[数据分析]</td>\n",
       "      <td>15-30k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>游戏</td>\n",
       "      <td>英雄互娱科技股份有限公司</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       job.title  \\\n",
       "0               C端高级产品经理(J10043)   \n",
       "1      Product Marketing Manager   \n",
       "2                     项目管理PM(广州)   \n",
       "3    产品经理（化妆品原料）/Product Manager   \n",
       "4            产品经理Product Manager   \n",
       "..                           ...   \n",
       "395                       硬件产品经理   \n",
       "396       项目发行PM（二次元） (MJ000855)   \n",
       "397                         活动PM   \n",
       "398                       数字营销PM   \n",
       "399                         游戏PM   \n",
       "\n",
       "                                            job.labels  job.salary  job.dq  \\\n",
       "0    [客户端产品, 工具产品, 供应链产品, 基金产品, IT互联网, 金融理财/贷款, to ...  15-30k·15薪      广州   \n",
       "1                                                   []  18-25k·14薪  广州-天河区   \n",
       "2                                                   []  10-20k·14薪  广州-南沙区   \n",
       "3    [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...        薪资面议  广州-天河区   \n",
       "4         [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]      20-25k  广州-番禺区   \n",
       "..                                                 ...         ...     ...   \n",
       "395                                                 []  30-50k·14薪  广州-海珠区   \n",
       "396                                [产品优化, 二次元在研, 项目管理]  20-28k·13薪  广州-天河区   \n",
       "397                                             [增长产品]        薪资面议      广州   \n",
       "398                                                 []        薪资面议  广州-天河区   \n",
       "399                                             [数据分析]  15-30k·13薪  广州-海珠区   \n",
       "\n",
       "    job.requireEduLevel job.requireWorkYears comp.compIndustry  \\\n",
       "0                    本科                 3-5年          基金/证券/期货   \n",
       "1                    硕士                5-10年             批发/零售   \n",
       "2                    大专                 3-5年       电子/半导体/集成电路   \n",
       "3                    硕士                 3-5年            贸易/进出口   \n",
       "4                    本科                 3-5年              IT服务   \n",
       "..                  ...                  ...               ...   \n",
       "395               本科及以上                5-10年           电气机械/器材   \n",
       "396                  本科                5-10年                游戏   \n",
       "397                统招本科                 3-5年              IT服务   \n",
       "398                  本科                5-10年              IT服务   \n",
       "399                  本科                 3-5年                游戏   \n",
       "\n",
       "      comp.compName comp.compScale  \n",
       "0              盈米基金       100-499人  \n",
       "1    卡尔蔡司光学(广州)有限公司       500-999人  \n",
       "2              得意电子       10000人以上  \n",
       "3              仙婷集团         50-99人  \n",
       "4    广州市新目标电子商务有限公司       100-499人  \n",
       "..              ...            ...  \n",
       "395    某广州电气机械/器材公司          1-49人  \n",
       "396            广州百田       500-999人  \n",
       "397       恩梯梯数据(中国)     2000-5000人  \n",
       "398       恩梯梯数据(中国)     2000-5000人  \n",
       "399    英雄互娱科技股份有限公司     1000-2000人  \n",
       "\n",
       "[400 rows x 9 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析 = df_产品经理[['job.labels','job.salary','job.dq','job.requireEduLevel','job.requireWorkYears','comp.compIndustry','comp.compName','comp.compScale']].reset_index()\n",
    "df_产品经理_分析"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "4e668f73",
   "metadata": {},
   "source": [
    "# 简单数据分析"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "b4d509d4",
   "metadata": {},
   "source": [
    "## 职位分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "31d38481",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "job.title\n",
       "产品经理                                            30\n",
       "产品策划经理                                          20\n",
       "eWMS Product Manager                            20\n",
       "活动PM                                            10\n",
       "项目发行PM（二次元） (MJ000855)                          10\n",
       "硬件产品经理                                          10\n",
       "微生物检测产品经理（制药行业/双休）                              10\n",
       "CRM实施顾问&项目经理PM(J12971)                          10\n",
       "游戏高级美术PM（大厂正编）                                  10\n",
       "产品经理（工业消洗产品）                                    10\n",
       " Product Manager                                10\n",
       "百度云工业AI质检业务运营产品经理(J58857)                       10\n",
       "Senior Product Manager                          10\n",
       "医药产品经理                                          10\n",
       "市场经理/产品经理                                       10\n",
       "产品经理-产品企划(J13606)                               10\n",
       "产品经理-产品企划（鞋类）(J13091)                           10\n",
       "数字营销PM                                          10\n",
       "数码产品经理                                          10\n",
       "C端高级产品经理(J10043)                                10\n",
       "Product Marketing Manager                       10\n",
       "Assistant Product Manager / Product Manager     10\n",
       "产品经理（企业数字化转型）                                   10\n",
       "AIGC营销产品经理                                      10\n",
       "Assistant Product Manager / Product Manager     10\n",
       "Automation Product Manager                      10\n",
       "AI营销产品经理                                        10\n",
       "高级产品PM（ARPG）                                    10\n",
       "自动驾驶（硬件）产品经理                                    10\n",
       "助理产品经理（化妆品原料）/APM                               10\n",
       "神外产品销售经理 Product Sales Manager                  10\n",
       "产品经理PM（化药针剂）                                    10\n",
       "产品经理Product Manager                             10\n",
       "产品经理（化妆品原料）/Product Manager                     10\n",
       "项目管理PM(广州)                                      10\n",
       "游戏PM                                            10\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['job.title'].value_counts()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "5cbd96e2",
   "metadata": {},
   "source": [
    "## 岗位类别分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "bea3678e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "job.labels\n",
       "[]                                                                      130\n",
       "[to C]                                                                   20\n",
       "[客户端产品, 工具产品, 供应链产品, 基金产品, IT互联网, 金融理财/贷款, to C, to B, 产品设计, 移动端产品]      10\n",
       "[产品策略, 爆品, 母婴, 美妆, 产品策划, 电商]                                             10\n",
       "[增长产品]                                                                   10\n",
       "[产品优化, 二次元在研, 项目管理]                                                      10\n",
       "[市场洞察, 拓展培训, 团队管理, 销售管理, 出差]                                             10\n",
       "[CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, 服务业, 批发/零售, IT/互联网/软件, 化工行业, CRM系统]     10\n",
       "[游戏产品, MMO游戏]                                                            10\n",
       "[市场营销, 产品管理, 产品开发]                                                       10\n",
       "[品牌策划]                                                                   10\n",
       "[泌尿外科]                                                                   10\n",
       "[医院器械]                                                                   10\n",
       "[商品管理, 产品企划, 商品运营]                                                       10\n",
       "[化妆品, 消费品, 产品开发]                                                         10\n",
       "[b端产品, 用户增长, 策略产品, 数据分析, 内容产品, C端产品, 增长黑客, 私域增长, 新零售]                    10\n",
       "[策略产品, 平台产品, 数据产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品设计, 数据挖掘, 数据分析]            10\n",
       "[AI人工智能产品, 内容产品, 商业产品, 人工智能, to C, IT互联网, to G, 产品规划, 产品设计, 需求分析]        10\n",
       "[产品设计, AI人工智能产品]                                                         10\n",
       "[游戏行业]                                                                   10\n",
       "[硬件产品, 硬件系统集成, 汽车行业, 用户研究, 产品设计, 需求分析, 交互设计, 市场调研, 产品规划]                 10\n",
       "[化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, 活性物, 护肤品]                  10\n",
       "[神外, 医生]                                                                 10\n",
       "[中央市场产品经理经验, 区域推广经验]                                                     10\n",
       "[数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]                             10\n",
       "[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, to B, 大客户, 无销售性质]           10\n",
       "[数据分析]                                                                   10\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['job.labels'].value_counts()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "d9f0cbfc",
   "metadata": {},
   "source": [
    "## 工资分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "31d75414",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "job.salary\n",
       "薪资面议          60\n",
       "15-25k        20\n",
       "25-30k·14薪    20\n",
       "30-50k·14薪    20\n",
       "15-30k·15薪    10\n",
       "25-30k        10\n",
       "14-28k·16薪    10\n",
       "30-40k·15薪    10\n",
       "20-30k·13薪    10\n",
       "20-40k·16薪    10\n",
       "20-35k·16薪    10\n",
       "20-40k·15薪    10\n",
       "20-25k·16薪    10\n",
       "11-22k        10\n",
       "15-20k·16薪    10\n",
       "20-28k·13薪    10\n",
       "12-30k        10\n",
       "18-30k        10\n",
       "18-25k·14薪    10\n",
       "18-30k·13薪    10\n",
       "18-40k·14薪    10\n",
       "6-10k         10\n",
       "20-35k        10\n",
       "15-25k·13薪    10\n",
       "20-40k·13薪    10\n",
       "12-24k        10\n",
       "20-35k·14薪    10\n",
       "25-40k·15薪    10\n",
       "12-15k·15薪    10\n",
       "20-25k        10\n",
       "10-20k·14薪    10\n",
       "15-30k·13薪    10\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['job.salary'].value_counts()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "564dafb0",
   "metadata": {},
   "source": [
    "## 学历分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "74a8c38f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "job.requireEduLevel\n",
       "本科       170\n",
       "统招本科     110\n",
       "硕士        50\n",
       "本科及以上     50\n",
       "大专        10\n",
       "学历不限      10\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['job.requireEduLevel'].value_counts()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "1f4d1a1a",
   "metadata": {},
   "source": [
    "## 工作年限分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "86991160",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "job.requireWorkYears\n",
       "3-5年     160\n",
       "5-10年    160\n",
       "经验不限      40\n",
       "1-3年      30\n",
       "10年以上     10\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['job.requireWorkYears'].value_counts()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "5ea59817",
   "metadata": {},
   "source": [
    "## 地区分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "b80a6494",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "job.dq\n",
       "广州        150\n",
       "广州-天河区    120\n",
       "广州-番禺区     30\n",
       "广州-越秀区     30\n",
       "广州-白云区     30\n",
       "广州-海珠区     20\n",
       "广州-南沙区     10\n",
       "广州-黄埔区     10\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['job.dq'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "74665b1c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"93eb56e010904fa49297d2a883e4443a\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_93eb56e010904fa49297d2a883e4443a = echarts.init(\n",
       "                    document.getElementById('93eb56e010904fa49297d2a883e4443a'), 'white', {renderer: 'canvas'});\n",
       "                var option_93eb56e010904fa49297d2a883e4443a = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"pie\",\n",
       "            \"colorBy\": \"data\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"selectedMode\": false,\n",
       "            \"selectedOffset\": 10,\n",
       "            \"clockwise\": true,\n",
       "            \"startAngle\": 90,\n",
       "            \"minAngle\": 0,\n",
       "            \"minShowLabelAngle\": 0,\n",
       "            \"avoidLabelOverlap\": true,\n",
       "            \"stillShowZeroSum\": true,\n",
       "            \"percentPrecision\": 2,\n",
       "            \"showEmptyCircle\": true,\n",
       "            \"emptyCircleStyle\": {\n",
       "                \"color\": \"lightgray\",\n",
       "                \"borderColor\": \"#000\",\n",
       "                \"borderWidth\": 0,\n",
       "                \"borderType\": \"solid\",\n",
       "                \"borderDashOffset\": 0,\n",
       "                \"borderCap\": \"butt\",\n",
       "                \"borderJoin\": \"bevel\",\n",
       "                \"borderMiterLimit\": 10,\n",
       "                \"opacity\": 1\n",
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       "                {\n",
       "                    \"name\": \"\\u5e7f\\u5dde-\\u9ec4\\u57d4\\u533a\",\n",
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       "            ],\n",
       "            \"radius\": [\n",
       "                \"40%\",\n",
       "                \"55%\"\n",
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       "                \"50%\",\n",
       "                \"50%\"\n",
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       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"position\": \"outside\",\n",
       "                \"margin\": 8,\n",
       "                \"formatter\": \"{a|{a}}{abg|}\\n{hr|}\\n {b|{b}: }{c}  {per|{d}%}  \",\n",
       "                \"backgroundColor\": \"#eee\",\n",
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       "                \"borderWidth\": 1,\n",
       "                \"borderRadius\": 4,\n",
       "                \"rich\": {\n",
       "                    \"a\": {\n",
       "                        \"color\": \"#999\",\n",
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       "                        \"align\": \"center\"\n",
       "                    },\n",
       "                    \"abg\": {\n",
       "                        \"backgroundColor\": \"#e3e3e3\",\n",
       "                        \"width\": \"100%\",\n",
       "                        \"align\": \"right\",\n",
       "                        \"height\": 22,\n",
       "                        \"borderRadius\": [\n",
       "                            4,\n",
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       "                    \"hr\": {\n",
       "                        \"borderColor\": \"#aaa\",\n",
       "                        \"width\": \"100%\",\n",
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       "                    \"b\": {\n",
       "                        \"fontSize\": 16,\n",
       "                        \"lineHeight\": 33\n",
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       "                    \"per\": {\n",
       "                        \"color\": \"#eee\",\n",
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       "        {\n",
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       "            \"itemWidth\": 25,\n",
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       "        }\n",
       "    ],\n",
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       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
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       "        {\n",
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       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_93eb56e010904fa49297d2a883e4443a.setOption(option_93eb56e010904fa49297d2a883e4443a);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x27cbab75f50>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pyecharts.options as opts\n",
    "from pyecharts.charts import Pie\n",
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Pie\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Pie()\n",
    "    .add(\n",
    "        \"\",\n",
    "        [list(z) for z in zip(df_产品经理_分析['job.dq'].value_counts().index.tolist(), df_产品经理_分析['job.dq'].value_counts().values.tolist())],\n",
    "        radius=[\"40%\", \"55%\"],\n",
    "        label_opts=opts.LabelOpts(\n",
    "            position=\"outside\",\n",
    "            formatter=\"{a|{a}}{abg|}\\n{hr|}\\n {b|{b}: }{c}  {per|{d}%}  \",\n",
    "            background_color=\"#eee\",\n",
    "            border_color=\"#aaa\",\n",
    "            border_width=1,\n",
    "            border_radius=4,\n",
    "            rich={\n",
    "                \"a\": {\"color\": \"#999\", \"lineHeight\": 22, \"align\": \"center\"},\n",
    "                \"abg\": {\n",
    "                    \"backgroundColor\": \"#e3e3e3\",\n",
    "                    \"width\": \"100%\",\n",
    "                    \"align\": \"right\",\n",
    "                    \"height\": 22,\n",
    "                    \"borderRadius\": [4, 4, 0, 0],\n",
    "                },\n",
    "                \"hr\": {\n",
    "                    \"borderColor\": \"#aaa\",\n",
    "                    \"width\": \"100%\",\n",
    "                    \"borderWidth\": 0.5,\n",
    "                    \"height\": 0,\n",
    "                },\n",
    "                \"b\": {\"fontSize\": 16, \"lineHeight\": 33},\n",
    "                \"per\": {\n",
    "                    \"color\": \"#eee\",\n",
    "                    \"backgroundColor\": \"#334455\",\n",
    "                    \"padding\": [2, 4],\n",
    "                    \"borderRadius\": 2,\n",
    "                },\n",
    "            },\n",
    "        ),\n",
    "    )\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"GZ分布\"))\n",
    "\n",
    ")\n",
    "c.render_notebook()\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "374d1875",
   "metadata": {},
   "source": [
    "## 行业领域"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "007ed639",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "comp.compIndustry\n",
       "日化             50\n",
       "互联网            40\n",
       "制药             40\n",
       "计算机软件          30\n",
       "IT服务           30\n",
       "广告/公关/会展       20\n",
       "电气机械/器材        20\n",
       "服装/纺织/皮革       20\n",
       "医疗器械           20\n",
       "游戏             20\n",
       "贸易/进出口         20\n",
       "批发/零售          10\n",
       "办公用品/设备        10\n",
       "人工智能           10\n",
       "通信设备           10\n",
       "专业技术服务         10\n",
       "制药/生物工程        10\n",
       "食品/饮料/酒水       10\n",
       "电子/半导体/集成电路    10\n",
       "基金/证券/期货       10\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['comp.compIndustry'].value_counts()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "0f11ba74",
   "metadata": {},
   "source": [
    "## 公司名称"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "e6f54d1a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "comp.compName\n",
       "某广州大型计算机软件公司        20\n",
       "广东环凯微生物科技有限公司       20\n",
       "斯凯奇中国               20\n",
       "曼秀雷敦                20\n",
       "嫚熙控股(广州)有限公司        20\n",
       "仙婷集团                20\n",
       "恩梯梯数据(中国)           20\n",
       "某广州电气机械/器材公司        10\n",
       "上海汉得信息技术股份有限公司      10\n",
       "某天津电气机械/器材公司        10\n",
       "某广州大型日化公司           10\n",
       "广州百田                10\n",
       "某国内大型快消品公司          10\n",
       "Baidu               10\n",
       "康方生物                10\n",
       "某北京医疗器械上市公司         10\n",
       "汇丰软件                10\n",
       "盈米基金                10\n",
       "某国内大型日化公司           10\n",
       "某广州大型食品/饮料/酒水公司     10\n",
       "卡尔蔡司光学(广州)有限公司      10\n",
       "即能科技(广州)有限公司        10\n",
       "润建股份                10\n",
       "广东因赛品牌营销集团股份有限公司    10\n",
       "丹纳赫                 10\n",
       "某广州广告/公关/会展上市公司     10\n",
       "辉柏嘉(中国)             10\n",
       "文远知行WeRide          10\n",
       "复星医药集团              10\n",
       "大型制药集团公司            10\n",
       "广州市新目标电子商务有限公司      10\n",
       "得意电子                10\n",
       "英雄互娱科技股份有限公司        10\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['comp.compName'].value_counts()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "e0121f4e",
   "metadata": {},
   "source": [
    "## 公司规模"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "3aa85595",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "comp.compScale\n",
       "10000人以上       90\n",
       "100-499人       80\n",
       "2000-5000人     80\n",
       "500-999人       60\n",
       "1000-2000人     30\n",
       "50-99人         20\n",
       "5000-10000人    20\n",
       "1-49人          20\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['comp.compScale'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "8a93d6bd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['10000人以上',\n",
       " '100-499人',\n",
       " '2000-5000人',\n",
       " '500-999人',\n",
       " '1000-2000人',\n",
       " '50-99人',\n",
       " '5000-10000人',\n",
       " '1-49人']"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['comp.compScale'].value_counts().index.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "edad1d9e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[90, 80, 80, 60, 30, 20, 20, 20]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['comp.compScale'].value_counts().values.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "2bd79515",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"2e2c4f37c4a34772a4f0fbde5cfc9266\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts'], function(echarts) {\n",
       "                var chart_2e2c4f37c4a34772a4f0fbde5cfc9266 = echarts.init(\n",
       "                    document.getElementById('2e2c4f37c4a34772a4f0fbde5cfc9266'), 'white', {renderer: 'canvas'});\n",
       "                var option_2e2c4f37c4a34772a4f0fbde5cfc9266 = {\n",
       "    \"backgroundColor\": \"#2c343c\",\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"pie\",\n",
       "            \"name\": \"\\u8bbf\\u95ee\\u6765\\u6e90-\\u730e\\u8058\",\n",
       "            \"colorBy\": \"data\",\n",
       "            \"legendHoverLink\": true,\n",
       "            \"selectedMode\": false,\n",
       "            \"selectedOffset\": 10,\n",
       "            \"clockwise\": true,\n",
       "            \"startAngle\": 90,\n",
       "            \"minAngle\": 0,\n",
       "            \"minShowLabelAngle\": 0,\n",
       "            \"avoidLabelOverlap\": true,\n",
       "            \"stillShowZeroSum\": true,\n",
       "            \"percentPrecision\": 2,\n",
       "            \"showEmptyCircle\": true,\n",
       "            \"emptyCircleStyle\": {\n",
       "                \"color\": \"lightgray\",\n",
       "                \"borderColor\": \"#000\",\n",
       "                \"borderWidth\": 0,\n",
       "                \"borderType\": \"solid\",\n",
       "                \"borderDashOffset\": 0,\n",
       "                \"borderCap\": \"butt\",\n",
       "                \"borderJoin\": \"bevel\",\n",
       "                \"borderMiterLimit\": 10,\n",
       "                \"opacity\": 1\n",
       "            },\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"50-99\\u4eba\",\n",
       "                    \"value\": 20\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"5000-10000\\u4eba\",\n",
       "                    \"value\": 20\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"1-49\\u4eba\",\n",
       "                    \"value\": 20\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"1000-2000\\u4eba\",\n",
       "                    \"value\": 30\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"500-999\\u4eba\",\n",
       "                    \"value\": 60\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"100-499\\u4eba\",\n",
       "                    \"value\": 80\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"2000-5000\\u4eba\",\n",
       "                    \"value\": 80\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"10000\\u4eba\\u4ee5\\u4e0a\",\n",
       "                    \"value\": 90\n",
       "                }\n",
       "            ],\n",
       "            \"radius\": \"55%\",\n",
       "            \"center\": [\n",
       "                \"50%\",\n",
       "                \"50%\"\n",
       "            ],\n",
       "            \"roseType\": \"radius\",\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"color\": \"rgba(255, 255, 255, 0.3)\",\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"labelLine\": {\n",
       "                \"show\": true,\n",
       "                \"showAbove\": false,\n",
       "                \"length\": 15,\n",
       "                \"length2\": 15,\n",
       "                \"smooth\": false,\n",
       "                \"minTurnAngle\": 90,\n",
       "                \"maxSurfaceAngle\": 90\n",
       "            },\n",
       "            \"tooltip\": {\n",
       "                \"show\": true,\n",
       "                \"trigger\": \"item\",\n",
       "                \"triggerOn\": \"mousemove|click\",\n",
       "                \"axisPointer\": {\n",
       "                    \"type\": \"line\"\n",
       "                },\n",
       "                \"showContent\": true,\n",
       "                \"alwaysShowContent\": false,\n",
       "                \"showDelay\": 0,\n",
       "                \"hideDelay\": 100,\n",
       "                \"enterable\": false,\n",
       "                \"confine\": false,\n",
       "                \"appendToBody\": false,\n",
       "                \"transitionDuration\": 0.4,\n",
       "                \"formatter\": \"{a} <br/>{b}: {c} ({d}%)\",\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 14\n",
       "                },\n",
       "                \"borderWidth\": 0,\n",
       "                \"padding\": 5,\n",
       "                \"order\": \"seriesAsc\"\n",
       "            },\n",
       "            \"rippleEffect\": {\n",
       "                \"show\": true,\n",
       "                \"brushType\": \"stroke\",\n",
       "                \"scale\": 2.5,\n",
       "                \"period\": 4\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"50-99\\u4eba\",\n",
       "                \"5000-10000\\u4eba\",\n",
       "                \"1-49\\u4eba\",\n",
       "                \"1000-2000\\u4eba\",\n",
       "                \"500-999\\u4eba\",\n",
       "                \"100-499\\u4eba\",\n",
       "                \"2000-5000\\u4eba\",\n",
       "                \"10000\\u4eba\\u4ee5\\u4e0a\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": false,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"\\u5e7f\\u5dde\\u5e02-\\u4ea7\\u54c1\\u7ecf\\u7406\\u730e\\u8058\\u6570\\u636e\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"20\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false,\n",
       "            \"textStyle\": {\n",
       "                \"color\": \"#fff\"\n",
       "            }\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_2e2c4f37c4a34772a4f0fbde5cfc9266.setOption(option_2e2c4f37c4a34772a4f0fbde5cfc9266);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x27cbac7a650>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pyecharts.options as opts\n",
    "from pyecharts.charts import Pie\n",
    "\n",
    "\"\"\"\n",
    "Gallery 使用 pyecharts 1.1.0\n",
    "参考地址: https://echarts.apache.org/examples/editor.html?c=pie-doughnut\n",
    "\n",
    "目前无法实现的功能:\n",
    "\n",
    "1、迷之颜色映射的问题\n",
    "\"\"\"\n",
    "\n",
    "x_data = df_产品经理_分析['comp.compScale'].value_counts().index.tolist()\n",
    "y_data = df_产品经理_分析['comp.compScale'].value_counts().values.tolist()\n",
    "data_pair = [list(z) for z in zip(x_data, y_data)]\n",
    "data_pair.sort(key=lambda x: x[1])\n",
    "\n",
    "c = (\n",
    "    Pie(init_opts=opts.InitOpts(bg_color=\"#2c343c\"))\n",
    "    .add(\n",
    "        series_name=\"访问来源-猎聘\",\n",
    "        data_pair=data_pair,\n",
    "        rosetype=\"radius\",\n",
    "        radius=\"55%\",\n",
    "        center=[\"50%\", \"50%\"],\n",
    "        label_opts=opts.LabelOpts(is_show=False, position=\"center\"),\n",
    "    )\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(\n",
    "            title=\"广州市-产品经理猎聘数据\",\n",
    "            pos_left=\"center\",\n",
    "            pos_top=\"20\",\n",
    "            title_textstyle_opts=opts.TextStyleOpts(color=\"#fff\"),\n",
    "        ),\n",
    "        legend_opts=opts.LegendOpts(is_show=False),\n",
    "    )\n",
    "    .set_series_opts(\n",
    "        tooltip_opts=opts.TooltipOpts(\n",
    "            trigger=\"item\", formatter=\"{a} <br/>{b}: {c} ({d}%)\"\n",
    "        ),\n",
    "        label_opts=opts.LabelOpts(color=\"rgba(255, 255, 255, 0.3)\"),\n",
    "    )\n",
    ")\n",
    "c.render_notebook()\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "fc60bd54",
   "metadata": {},
   "source": [
    "# 高级数据分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "5055dfd0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>职位数量</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Product Manager</th>\n",
       "      <th>25-30k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AIGC营销产品经理</th>\n",
       "      <th>20-35k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AI营销产品经理</th>\n",
       "      <th>12-24k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Assistant Product Manager / Product Manager</th>\n",
       "      <th>15-25k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Assistant Product Manager / Product Manager</th>\n",
       "      <th>18-30k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Automation Product Manager</th>\n",
       "      <th>20-40k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CRM实施顾问&amp;项目经理PM(J12971)</th>\n",
       "      <th>11-22k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>C端高级产品经理(J10043)</th>\n",
       "      <th>15-30k·15薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Product Marketing Manager</th>\n",
       "      <th>18-25k·14薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Senior Product Manager</th>\n",
       "      <th>20-30k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">eWMS Product Manager</th>\n",
       "      <th>20-40k·15薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30-50k·14薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">产品策划经理</th>\n",
       "      <th>15-25k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18-30k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">产品经理</th>\n",
       "      <th>18-40k·14薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20-25k·16薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>薪资面议</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理-产品企划(J13606)</th>\n",
       "      <th>15-25k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理-产品企划（鞋类）(J13091)</th>\n",
       "      <th>14-28k·16薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理PM（化药针剂）</th>\n",
       "      <th>25-30k·14薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理Product Manager</th>\n",
       "      <th>20-25k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理（企业数字化转型）</th>\n",
       "      <th>6-10k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理（化妆品原料）/Product Manager</th>\n",
       "      <th>薪资面议</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理（工业消洗产品）</th>\n",
       "      <th>12-30k</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>助理产品经理（化妆品原料）/APM</th>\n",
       "      <th>薪资面议</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>医药产品经理</th>\n",
       "      <th>25-30k·14薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>市场经理/产品经理</th>\n",
       "      <th>30-40k·15薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>微生物检测产品经理（制药行业/双休）</th>\n",
       "      <th>15-20k·16薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>数字营销PM</th>\n",
       "      <th>薪资面议</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>数码产品经理</th>\n",
       "      <th>薪资面议</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>活动PM</th>\n",
       "      <th>薪资面议</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>游戏PM</th>\n",
       "      <th>15-30k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>游戏高级美术PM（大厂正编）</th>\n",
       "      <th>20-35k·16薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>百度云工业AI质检业务运营产品经理(J58857)</th>\n",
       "      <th>20-40k·16薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>硬件产品经理</th>\n",
       "      <th>30-50k·14薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>神外产品销售经理 Product Sales Manager</th>\n",
       "      <th>12-15k·15薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>自动驾驶（硬件）产品经理</th>\n",
       "      <th>25-40k·15薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>项目发行PM（二次元） (MJ000855)</th>\n",
       "      <th>20-28k·13薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>项目管理PM(广州)</th>\n",
       "      <th>10-20k·14薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>高级产品PM（ARPG）</th>\n",
       "      <th>20-35k·14薪</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                         职位数量\n",
       "job.title                                    job.salary      \n",
       " Product Manager                             25-30k        10\n",
       "AIGC营销产品经理                                   20-35k        10\n",
       "AI营销产品经理                                     12-24k        10\n",
       "Assistant Product Manager / Product Manager  15-25k·13薪    10\n",
       "Assistant Product Manager / Product Manager  18-30k·13薪    10\n",
       "Automation Product Manager                   20-40k·13薪    10\n",
       "CRM实施顾问&项目经理PM(J12971)                       11-22k        10\n",
       "C端高级产品经理(J10043)                             15-30k·15薪    10\n",
       "Product Marketing Manager                    18-25k·14薪    10\n",
       "Senior Product Manager                       20-30k·13薪    10\n",
       "eWMS Product Manager                         20-40k·15薪    10\n",
       "                                             30-50k·14薪    10\n",
       "产品策划经理                                       15-25k        10\n",
       "                                             18-30k        10\n",
       "产品经理                                         18-40k·14薪    10\n",
       "                                             20-25k·16薪    10\n",
       "                                             薪资面议          10\n",
       "产品经理-产品企划(J13606)                            15-25k        10\n",
       "产品经理-产品企划（鞋类）(J13091)                        14-28k·16薪    10\n",
       "产品经理PM（化药针剂）                                 25-30k·14薪    10\n",
       "产品经理Product Manager                          20-25k        10\n",
       "产品经理（企业数字化转型）                                6-10k         10\n",
       "产品经理（化妆品原料）/Product Manager                  薪资面议          10\n",
       "产品经理（工业消洗产品）                                 12-30k        10\n",
       "助理产品经理（化妆品原料）/APM                            薪资面议          10\n",
       "医药产品经理                                       25-30k·14薪    10\n",
       "市场经理/产品经理                                    30-40k·15薪    10\n",
       "微生物检测产品经理（制药行业/双休）                           15-20k·16薪    10\n",
       "数字营销PM                                       薪资面议          10\n",
       "数码产品经理                                       薪资面议          10\n",
       "活动PM                                         薪资面议          10\n",
       "游戏PM                                         15-30k·13薪    10\n",
       "游戏高级美术PM（大厂正编）                               20-35k·16薪    10\n",
       "百度云工业AI质检业务运营产品经理(J58857)                    20-40k·16薪    10\n",
       "硬件产品经理                                       30-50k·14薪    10\n",
       "神外产品销售经理 Product Sales Manager               12-15k·15薪    10\n",
       "自动驾驶（硬件）产品经理                                 25-40k·15薪    10\n",
       "项目发行PM（二次元） (MJ000855)                       20-28k·13薪    10\n",
       "项目管理PM(广州)                                   10-20k·14薪    10\n",
       "高级产品PM（ARPG）                                 20-35k·14薪    10"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析.groupby(['job.title','job.salary']).agg(职位数量 = ('job.title','count'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "f294c2b7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>职位数量</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>comp.compName</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Baidu</th>\n",
       "      <th>百度云工业AI质检业务运营产品经理(J58857)</th>\n",
       "      <th>20-40k·16薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>上海汉得信息技术股份有限公司</th>\n",
       "      <th>CRM实施顾问&amp;项目经理PM(J12971)</th>\n",
       "      <th>11-22k</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>丹纳赫</th>\n",
       "      <th>Automation Product Manager</th>\n",
       "      <th>20-40k·13薪</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">仙婷集团</th>\n",
       "      <th>产品经理（化妆品原料）/Product Manager</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>50-99人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>助理产品经理（化妆品原料）/APM</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>50-99人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>卡尔蔡司光学(广州)有限公司</th>\n",
       "      <th>Product Marketing Manager</th>\n",
       "      <th>18-25k·14薪</th>\n",
       "      <th>500-999人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>即能科技(广州)有限公司</th>\n",
       "      <th>产品经理</th>\n",
       "      <th>18-40k·14薪</th>\n",
       "      <th>1-49人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>复星医药集团</th>\n",
       "      <th>神外产品销售经理 Product Sales Manager</th>\n",
       "      <th>12-15k·15薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大型制药集团公司</th>\n",
       "      <th>产品经理PM（化药针剂）</th>\n",
       "      <th>25-30k·14薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">嫚熙控股(广州)有限公司</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">产品策划经理</th>\n",
       "      <th>15-25k</th>\n",
       "      <th>1000-2000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18-30k</th>\n",
       "      <th>1000-2000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广东因赛品牌营销集团股份有限公司</th>\n",
       "      <th>AIGC营销产品经理</th>\n",
       "      <th>20-35k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">广东环凯微生物科技有限公司</th>\n",
       "      <th>产品经理（工业消洗产品）</th>\n",
       "      <th>12-30k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>微生物检测产品经理（制药行业/双休）</th>\n",
       "      <th>15-20k·16薪</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州市新目标电子商务有限公司</th>\n",
       "      <th>产品经理Product Manager</th>\n",
       "      <th>20-25k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州百田</th>\n",
       "      <th>项目发行PM（二次元） (MJ000855)</th>\n",
       "      <th>20-28k·13薪</th>\n",
       "      <th>500-999人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>康方生物</th>\n",
       "      <th>医药产品经理</th>\n",
       "      <th>25-30k·14薪</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>得意电子</th>\n",
       "      <th>项目管理PM(广州)</th>\n",
       "      <th>10-20k·14薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">恩梯梯数据(中国)</th>\n",
       "      <th>数字营销PM</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>活动PM</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>文远知行WeRide</th>\n",
       "      <th>自动驾驶（硬件）产品经理</th>\n",
       "      <th>25-40k·15薪</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">斯凯奇中国</th>\n",
       "      <th>产品经理-产品企划(J13606)</th>\n",
       "      <th>15-25k</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理-产品企划（鞋类）(J13091)</th>\n",
       "      <th>14-28k·16薪</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">曼秀雷敦</th>\n",
       "      <th>Assistant Product Manager / Product Manager</th>\n",
       "      <th>15-25k·13薪</th>\n",
       "      <th>500-999人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Senior Product Manager</th>\n",
       "      <th>20-30k·13薪</th>\n",
       "      <th>500-999人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某北京医疗器械上市公司</th>\n",
       "      <th>市场经理/产品经理</th>\n",
       "      <th>30-40k·15薪</th>\n",
       "      <th>500-999人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某国内大型快消品公司</th>\n",
       "      <th>Product Manager</th>\n",
       "      <th>25-30k</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某国内大型日化公司</th>\n",
       "      <th>Assistant Product Manager / Product Manager</th>\n",
       "      <th>18-30k·13薪</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某天津电气机械/器材公司</th>\n",
       "      <th>产品经理</th>\n",
       "      <th>20-25k·16薪</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州大型日化公司</th>\n",
       "      <th>eWMS Product Manager</th>\n",
       "      <th>30-50k·14薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">某广州大型计算机软件公司</th>\n",
       "      <th>游戏高级美术PM（大厂正编）</th>\n",
       "      <th>20-35k·16薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>高级产品PM（ARPG）</th>\n",
       "      <th>20-35k·14薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州大型食品/饮料/酒水公司</th>\n",
       "      <th>eWMS Product Manager</th>\n",
       "      <th>20-40k·15薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州广告/公关/会展上市公司</th>\n",
       "      <th>AI营销产品经理</th>\n",
       "      <th>12-24k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州电气机械/器材公司</th>\n",
       "      <th>硬件产品经理</th>\n",
       "      <th>30-50k·14薪</th>\n",
       "      <th>1-49人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>汇丰软件</th>\n",
       "      <th>数码产品经理</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>润建股份</th>\n",
       "      <th>产品经理（企业数字化转型）</th>\n",
       "      <th>6-10k</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>盈米基金</th>\n",
       "      <th>C端高级产品经理(J10043)</th>\n",
       "      <th>15-30k·15薪</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>英雄互娱科技股份有限公司</th>\n",
       "      <th>游戏PM</th>\n",
       "      <th>15-30k·13薪</th>\n",
       "      <th>1000-2000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>辉柏嘉(中国)</th>\n",
       "      <th>产品经理</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>500-999人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                                         职位数量\n",
       "comp.compName    job.title                                    job.salary comp.compScale      \n",
       "Baidu            百度云工业AI质检业务运营产品经理(J58857)                    20-40k·16薪 10000人以上          10\n",
       "上海汉得信息技术股份有限公司   CRM实施顾问&项目经理PM(J12971)                       11-22k     10000人以上          10\n",
       "丹纳赫              Automation Product Manager                   20-40k·13薪 5000-10000人       10\n",
       "仙婷集团             产品经理（化妆品原料）/Product Manager                  薪资面议       50-99人            10\n",
       "                 助理产品经理（化妆品原料）/APM                            薪资面议       50-99人            10\n",
       "卡尔蔡司光学(广州)有限公司   Product Marketing Manager                    18-25k·14薪 500-999人          10\n",
       "即能科技(广州)有限公司     产品经理                                         18-40k·14薪 1-49人             10\n",
       "复星医药集团           神外产品销售经理 Product Sales Manager               12-15k·15薪 10000人以上          10\n",
       "大型制药集团公司         产品经理PM（化药针剂）                                 25-30k·14薪 10000人以上          10\n",
       "嫚熙控股(广州)有限公司     产品策划经理                                       15-25k     1000-2000人        10\n",
       "                                                              18-30k     1000-2000人        10\n",
       "广东因赛品牌营销集团股份有限公司 AIGC营销产品经理                                   20-35k     100-499人          10\n",
       "广东环凯微生物科技有限公司    产品经理（工业消洗产品）                                 12-30k     100-499人          10\n",
       "                 微生物检测产品经理（制药行业/双休）                           15-20k·16薪 100-499人          10\n",
       "广州市新目标电子商务有限公司   产品经理Product Manager                          20-25k     100-499人          10\n",
       "广州百田             项目发行PM（二次元） (MJ000855)                       20-28k·13薪 500-999人          10\n",
       "康方生物             医药产品经理                                       25-30k·14薪 2000-5000人        10\n",
       "得意电子             项目管理PM(广州)                                   10-20k·14薪 10000人以上          10\n",
       "恩梯梯数据(中国)        数字营销PM                                       薪资面议       2000-5000人        10\n",
       "                 活动PM                                         薪资面议       2000-5000人        10\n",
       "文远知行WeRide       自动驾驶（硬件）产品经理                                 25-40k·15薪 100-499人          10\n",
       "斯凯奇中国            产品经理-产品企划(J13606)                            15-25k     2000-5000人        10\n",
       "                 产品经理-产品企划（鞋类）(J13091)                        14-28k·16薪 2000-5000人        10\n",
       "曼秀雷敦             Assistant Product Manager / Product Manager  15-25k·13薪 500-999人          10\n",
       "                 Senior Product Manager                       20-30k·13薪 500-999人          10\n",
       "某北京医疗器械上市公司      市场经理/产品经理                                    30-40k·15薪 500-999人          10\n",
       "某国内大型快消品公司        Product Manager                             25-30k     2000-5000人        10\n",
       "某国内大型日化公司        Assistant Product Manager / Product Manager  18-30k·13薪 2000-5000人        10\n",
       "某天津电气机械/器材公司     产品经理                                         20-25k·16薪 100-499人          10\n",
       "某广州大型日化公司        eWMS Product Manager                         30-50k·14薪 10000人以上          10\n",
       "某广州大型计算机软件公司     游戏高级美术PM（大厂正编）                               20-35k·16薪 10000人以上          10\n",
       "                 高级产品PM（ARPG）                                 20-35k·14薪 10000人以上          10\n",
       "某广州大型食品/饮料/酒水公司  eWMS Product Manager                         20-40k·15薪 10000人以上          10\n",
       "某广州广告/公关/会展上市公司  AI营销产品经理                                     12-24k     100-499人          10\n",
       "某广州电气机械/器材公司     硬件产品经理                                       30-50k·14薪 1-49人             10\n",
       "汇丰软件             数码产品经理                                       薪资面议       2000-5000人        10\n",
       "润建股份             产品经理（企业数字化转型）                                6-10k      5000-10000人       10\n",
       "盈米基金             C端高级产品经理(J10043)                             15-30k·15薪 100-499人          10\n",
       "英雄互娱科技股份有限公司     游戏PM                                         15-30k·13薪 1000-2000人        10\n",
       "辉柏嘉(中国)          产品经理                                         薪资面议       500-999人          10"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析.groupby(['comp.compName','job.title','job.salary','comp.compScale']).agg(职位数量 = ('job.title','count'))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "7b1deb58",
   "metadata": {},
   "source": [
    "## 地区和行业分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "05ff4f94",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>职位数量</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>job.dq</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"15\" valign=\"top\">广州</th>\n",
       "      <th>IT服务</th>\n",
       "      <th>恩梯梯数据(中国)</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人工智能</th>\n",
       "      <th>文远知行WeRide</th>\n",
       "      <th>25-40k·15薪</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>制药</th>\n",
       "      <th>广东环凯微生物科技有限公司</th>\n",
       "      <th>12-30k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>制药/生物工程</th>\n",
       "      <th>大型制药集团公司</th>\n",
       "      <th>25-30k·14薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>办公用品/设备</th>\n",
       "      <th>辉柏嘉(中国)</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>500-999人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>医疗器械</th>\n",
       "      <th>某北京医疗器械上市公司</th>\n",
       "      <th>30-40k·15薪</th>\n",
       "      <th>500-999人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>基金/证券/期货</th>\n",
       "      <th>盈米基金</th>\n",
       "      <th>15-30k·15薪</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广告/公关/会展</th>\n",
       "      <th>某广州广告/公关/会展上市公司</th>\n",
       "      <th>12-24k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">日化</th>\n",
       "      <th>某国内大型快消品公司</th>\n",
       "      <th>25-30k</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某国内大型日化公司</th>\n",
       "      <th>18-30k·13薪</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>某广州大型日化公司</th>\n",
       "      <th>30-50k·14薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>电气机械/器材</th>\n",
       "      <th>某天津电气机械/器材公司</th>\n",
       "      <th>20-25k·16薪</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">计算机软件</th>\n",
       "      <th>某广州大型计算机软件公司</th>\n",
       "      <th>20-35k·16薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>汇丰软件</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>食品/饮料/酒水</th>\n",
       "      <th>某广州大型食品/饮料/酒水公司</th>\n",
       "      <th>20-40k·15薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州-南沙区</th>\n",
       "      <th>电子/半导体/集成电路</th>\n",
       "      <th>得意电子</th>\n",
       "      <th>10-20k·14薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"11\" valign=\"top\">广州-天河区</th>\n",
       "      <th>IT服务</th>\n",
       "      <th>恩梯梯数据(中国)</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>医疗器械</th>\n",
       "      <th>丹纳赫</th>\n",
       "      <th>20-40k·13薪</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>批发/零售</th>\n",
       "      <th>卡尔蔡司光学(广州)有限公司</th>\n",
       "      <th>18-25k·14薪</th>\n",
       "      <th>500-999人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">日化</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">曼秀雷敦</th>\n",
       "      <th>15-25k·13薪</th>\n",
       "      <th>500-999人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20-30k·13薪</th>\n",
       "      <th>500-999人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">服装/纺织/皮革</th>\n",
       "      <th rowspan=\"2\" valign=\"top\">斯凯奇中国</th>\n",
       "      <th>14-28k·16薪</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15-25k</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>游戏</th>\n",
       "      <th>广州百田</th>\n",
       "      <th>20-28k·13薪</th>\n",
       "      <th>500-999人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>计算机软件</th>\n",
       "      <th>某广州大型计算机软件公司</th>\n",
       "      <th>20-35k·14薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>贸易/进出口</th>\n",
       "      <th>仙婷集团</th>\n",
       "      <th>薪资面议</th>\n",
       "      <th>50-99人</th>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>通信设备</th>\n",
       "      <th>润建股份</th>\n",
       "      <th>6-10k</th>\n",
       "      <th>5000-10000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">广州-海珠区</th>\n",
       "      <th>游戏</th>\n",
       "      <th>英雄互娱科技股份有限公司</th>\n",
       "      <th>15-30k·13薪</th>\n",
       "      <th>1000-2000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>电气机械/器材</th>\n",
       "      <th>某广州电气机械/器材公司</th>\n",
       "      <th>30-50k·14薪</th>\n",
       "      <th>1-49人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">广州-番禺区</th>\n",
       "      <th>IT服务</th>\n",
       "      <th>广州市新目标电子商务有限公司</th>\n",
       "      <th>20-25k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>互联网</th>\n",
       "      <th>上海汉得信息技术股份有限公司</th>\n",
       "      <th>11-22k</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广告/公关/会展</th>\n",
       "      <th>广东因赛品牌营销集团股份有限公司</th>\n",
       "      <th>20-35k</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">广州-白云区</th>\n",
       "      <th rowspan=\"3\" valign=\"top\">互联网</th>\n",
       "      <th>Baidu</th>\n",
       "      <th>20-40k·16薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">嫚熙控股(广州)有限公司</th>\n",
       "      <th>15-25k</th>\n",
       "      <th>1000-2000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18-30k</th>\n",
       "      <th>1000-2000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"3\" valign=\"top\">广州-越秀区</th>\n",
       "      <th>专业技术服务</th>\n",
       "      <th>即能科技(广州)有限公司</th>\n",
       "      <th>18-40k·14薪</th>\n",
       "      <th>1-49人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">制药</th>\n",
       "      <th>复星医药集团</th>\n",
       "      <th>12-15k·15薪</th>\n",
       "      <th>10000人以上</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>康方生物</th>\n",
       "      <th>25-30k·14薪</th>\n",
       "      <th>2000-5000人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>广州-黄埔区</th>\n",
       "      <th>制药</th>\n",
       "      <th>广东环凯微生物科技有限公司</th>\n",
       "      <th>15-20k·16薪</th>\n",
       "      <th>100-499人</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                     职位数量\n",
       "job.dq comp.compIndustry comp.compName    job.salary comp.compScale      \n",
       "广州     IT服务              恩梯梯数据(中国)        薪资面议       2000-5000人        10\n",
       "       人工智能              文远知行WeRide       25-40k·15薪 100-499人          10\n",
       "       制药                广东环凯微生物科技有限公司    12-30k     100-499人          10\n",
       "       制药/生物工程           大型制药集团公司         25-30k·14薪 10000人以上          10\n",
       "       办公用品/设备           辉柏嘉(中国)          薪资面议       500-999人          10\n",
       "       医疗器械              某北京医疗器械上市公司      30-40k·15薪 500-999人          10\n",
       "       基金/证券/期货          盈米基金             15-30k·15薪 100-499人          10\n",
       "       广告/公关/会展          某广州广告/公关/会展上市公司  12-24k     100-499人          10\n",
       "       日化                某国内大型快消品公司       25-30k     2000-5000人        10\n",
       "                         某国内大型日化公司        18-30k·13薪 2000-5000人        10\n",
       "                         某广州大型日化公司        30-50k·14薪 10000人以上          10\n",
       "       电气机械/器材           某天津电气机械/器材公司     20-25k·16薪 100-499人          10\n",
       "       计算机软件             某广州大型计算机软件公司     20-35k·16薪 10000人以上          10\n",
       "                         汇丰软件             薪资面议       2000-5000人        10\n",
       "       食品/饮料/酒水          某广州大型食品/饮料/酒水公司  20-40k·15薪 10000人以上          10\n",
       "广州-南沙区 电子/半导体/集成电路       得意电子             10-20k·14薪 10000人以上          10\n",
       "广州-天河区 IT服务              恩梯梯数据(中国)        薪资面议       2000-5000人        10\n",
       "       医疗器械              丹纳赫              20-40k·13薪 5000-10000人       10\n",
       "       批发/零售             卡尔蔡司光学(广州)有限公司   18-25k·14薪 500-999人          10\n",
       "       日化                曼秀雷敦             15-25k·13薪 500-999人          10\n",
       "                                          20-30k·13薪 500-999人          10\n",
       "       服装/纺织/皮革          斯凯奇中国            14-28k·16薪 2000-5000人        10\n",
       "                                          15-25k     2000-5000人        10\n",
       "       游戏                广州百田             20-28k·13薪 500-999人          10\n",
       "       计算机软件             某广州大型计算机软件公司     20-35k·14薪 10000人以上          10\n",
       "       贸易/进出口            仙婷集团             薪资面议       50-99人            20\n",
       "       通信设备              润建股份             6-10k      5000-10000人       10\n",
       "广州-海珠区 游戏                英雄互娱科技股份有限公司     15-30k·13薪 1000-2000人        10\n",
       "       电气机械/器材           某广州电气机械/器材公司     30-50k·14薪 1-49人             10\n",
       "广州-番禺区 IT服务              广州市新目标电子商务有限公司   20-25k     100-499人          10\n",
       "       互联网               上海汉得信息技术股份有限公司   11-22k     10000人以上          10\n",
       "       广告/公关/会展          广东因赛品牌营销集团股份有限公司 20-35k     100-499人          10\n",
       "广州-白云区 互联网               Baidu            20-40k·16薪 10000人以上          10\n",
       "                         嫚熙控股(广州)有限公司     15-25k     1000-2000人        10\n",
       "                                          18-30k     1000-2000人        10\n",
       "广州-越秀区 专业技术服务            即能科技(广州)有限公司     18-40k·14薪 1-49人             10\n",
       "       制药                复星医药集团           12-15k·15薪 10000人以上          10\n",
       "                         康方生物             25-30k·14薪 2000-5000人        10\n",
       "广州-黄埔区 制药                广东环凯微生物科技有限公司    15-20k·16薪 100-499人          10"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析.groupby(['job.dq','comp.compIndustry','comp.compName','job.salary','comp.compScale']).agg(职位数量 = ('comp.compName','count'))"
   ]
  },
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   "source": [
    "## 职位岗位分析"
   ]
  },
  {
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  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "fd92859d",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_产品经理.to_excel('output_liepin.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d2194bb6",
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   "source": []
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   "execution_count": null,
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   "execution_count": null,
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  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cb8448e1",
   "metadata": {},
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   "source": []
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